In addition to the new ROG Matrix RTX 5090 and the launch date of its Xbox Ally Series, ASUS also launched two new ROG OLED gaming monitors. The new monitors were unveiled at Gamescom 2025 and are built using the Tandem OLED panel technology. The two monitors are the ROG Swift OLED PG27AQWP-W and Strix […] The post ASUS Launches New ROG Tandem OLED Gaming Monitors At Gamescom 2025 appeared first on Lowyat.NET.  ( 36 min )

From their slim form factor to their plethora of additional features and upgrades, it goes without saying that the Samsung Galaxy Z Fold7 and Galaxy Z Flip7 are the most desirable foldables on the market. But, despite its premium price tag and features, did you know it’s actually never been easier to own either of […] The post Owning A Samsung Galaxy Z Fold7 & Flip7 Has Never Been Easier With The Galaxy Z Series Trade-In Promotion appeared first on Lowyat.NET.  ( 35 min )

ASUS announced that its upcoming ROG Xbox Ally X and Ally gaming handhelds are slated to hit store shelves on 16 October. The date is a global date, with many countries set to receive the consoles. The list of countries that are set to receive the ROG Xbox Ally consoles are Australia, Belgium, Canada, the […] The post ASUS ROG Xbox Ally Series Consoles Arriving 16 October appeared first on Lowyat.NET.  ( 33 min )

Remember the RM100 SARA cash aid that the government is handing out to all citizens aged 18 and above? You can now check whether you are eligible to receive the cash aid via both the MyKasih web portal and its app. Though rather than an actual eligibility check, this would more likely be a balance […] The post You Can Now Check Your RM100 SARA Balance And Where To Spend It appeared first on Lowyat.NET.  ( 33 min )

The Works Ministry has revealed that over 95%, of the 12,459 road damage complaints recorded via the MyJalan app has been resolved. This was shared by its minister, Datuk Seri Alexander Nanta Linggi, in Dewan Rakyat during the winding-up session for his ministry under the 13th Malaysia Plan (13MP). Earlier this month, Deputy Works Minister […] The post Works Minister: Over 95% Road Damage Complaints Via MyJalan App Resolved appeared first on Lowyat.NET.  ( 33 min )

Previously, PayNet and Ant Group partnered to allow foreign visitors to make use of local DuitNow QR codes with their Alipay+ partner ewallets. At the time, the companies said that reciprocal acceptance of DuitNow for listed Alipay+ merchants will be rolled out from 2024 onwards. More recently, PayNet and Ant International have signed a Memorandum […] The post PayNet, Ant International Expand DuitNow QR Payments To More International Alipay+ Vendors appeared first on Lowyat.NET.  ( 33 min )

With the release of the Pixel 10 series, the Live Translate feature received a massive update, namely the ability to recreate your voice with the new Voice Translate update. Exclusive to the aforementioned Google phones, this update seeks to replace the standard robotic voice that originally came with the feature and erode any further disconnect […] The post Here Are The New Live Translate Features Releasing Alongside The Google Pixel 10 Series appeared first on Lowyat.NET.  ( 34 min )

In conjunction with the upcoming 68th National Day celebrations, 14 roads will be closed from 26 to 29 August to facilitate rehearsals. This was announced by the Kuala Lumpur Police Chief, Datuk Fadil Marsus, in a media statement shared on the Kuala Lumpur Police’s official Facebook page. These road closures will take place from 6:00AM […] The post 14 Roads To Be Closed In Putrajaya For National Day Celebration Rehearsals appeared first on Lowyat.NET.  ( 35 min )

In commemoration of the brand’s 30th anniversary in the business, ASUS launched a limited edition ROG Matrix GeForce RTX 5090 at Gamescom 2025. And yes, the card really does have a rounded end. Specs-wise, the ROG Matrix is an RTX 5090 by nature, featuring 32GB GDDR7 graphics memory, along with a boost and OC mode […] The post ASUS Unveils ROG Matrix GeForce RTX 5090 appeared first on Lowyat.NET.  ( 34 min )

The upcoming iPhone 17 line-up may be introduced together with first-party cases made by a new material developed in-house by Apple. According to leakster MajinBuOfficial, the material in question is dubbed TechWoven, a supposed successor to the iPhone maker’s FineWoven which is said to comprise of “technical fabric” that promises impact, scratches and daily wear […] The post Leak Reveals New “TechWoven” Cases For Upcoming iPhone 17 Pro Max appeared first on Lowyat.NET.  ( 33 min )

Powering the newly launched Pixel 10 series is the Tensor G5 chipset, Google’s latest in-house silicon. Apart from being over enthusiastically celebrated (probably exclusively) by Made by Google host Jimmy Fallon last night, not much has been revealed about the first-party chip apart from promises of better performance. Thankfully, the company has followed up on […] The post Google Details The Pixel 10 Series’ New Tensor G5 Chip appeared first on Lowyat.NET.  ( 35 min )

Apple has rolled out a new update for its platforms, namely iOS 18.6.2, iPadOS 18.6.2 and macOS Sequoia 15.6.1. With iOS 26 and its equivalents on the horizon, updates for the company’s current operating systems aren’t exactly a priority. However, this release contains a crucial security fix for a vulnerability tied to image processing. This […] The post Apple Releases iOS 18.6.2 Update With An Important Security Fix appeared first on Lowyat.NET.  ( 33 min )

Barring a few exceptions, Sony’s Xperia smartphones have gained a reputation for retaining the exact same exterior across various iterations. As a result, it was unexpected to discover that, according to a recent online leak, the company’s upcoming Xperia 10 VII mid-range model looks to have a completely new design for the first time after […] The post Upcoming Sony Xperia 10 VII Gets A Redesign, According To New Leak appeared first on Lowyat.NET.  ( 34 min )

Nano Banana offers a fresh approach to image editing with Google's advanced AI. It uses simple text prompts to handle complex changes, adding intelligence without heavy processing. This tool lets everyday users enhance photos right on their devices, simplifying creativity that once needed expert skills. At its core, Nano Banana stems from Google's AI innovations, blending vision-language tech with on-device capabilities. It has roots in tools like Imagen and Gemini, focusing on quick edits that don't rely on cloud servers. The system maps text inputs to image adjustments, making changes like swapping backgrounds or refining details straightforward. Key aspects include: Lightweight design for faster processing on phones and tablets Text-based commands to avoid manual masking Built-in refine…  ( 6 min )

If you've ever pushed a change to production and your browser stubbornly kept showing you the old version, you've experienced caching, probably not in a good way. HTTP caching is one of those topics that can seem deceptively simple ("it just stores stuff locally"), but the details matter. Done right, it makes sites feel lightning-fast and reduces server load. Done wrong, it causes confusing bugs and outdated resources to linger. This isn't a deep dive into every caching strategy, it's the quick, developer-focused overview I wish I had when I first started building for the web. At the end, you'll find resources for going deeper. Fetching resources over the network is slow and expensive, not just in terms of latency, but also in wasted bandwidth and server strain. Caching lets us store a…  ( 11 min )

I’ll be honest. Few things are more frustrating than solving a problem by reaching for a great package… only to realize the problem is still there. That was me last week, yelling at my API like it had just spoiled the finale of a Netflix show. I was using Spatie’s Laravel ResponseCache package. It’s rock solid, it works out of the box, and it’s built by people I trust. But here’s the kicker: I turned it on in production and suddenly my multilingual API was speaking one language only. The first request cached in English. Every Arabic request after that? Still English. So here’s what it took to fix it. I hope it will help some lost soul on the internet one day. Photo by Douglas Lopes on Unsplash Spatie’s ResponseCache builds cache keys from the host, normalized URI, HTTP method, and a suffix…  ( 6 min )

Read the original article：How to use Lottie JSON Animations in HarmonyOS with ArkTS? Implement lightweight and scalable Lottie animations in your HarmonyOS Next app using ArkTS with full control and best practices. Animation plays a crucial role in making mobile applications feel intuitive, responsive, and polished. But traditional frame-based or image-sequence animations can increase app size and drain system performance. Enter Lottie — a lightweight animation solution that allows you to export After Effects animations as JSON and render them natively in your HarmonyOS Next app using ArkTS. In this guide, you’ll learn: How yo set up and use Lottie in your HarmonyOS project How to play, pause, and control animations Best practices for performance and compatibility Practical use cases wher…  ( 6 min )

As developers, we spend weeks (sometimes months) training, fine-tuning, and deploying AI models. But here’s the uncomfortable truth: Once they’re live… do we really own them? On most platforms, your AI ends up locked inside someone else’s infrastructure: Behind APIs, you don’t fully control Running on servers you don’t own Generating value that mostly flows back to the platform, not you That doesn’t feel like ownership. At haveto.com, we think your AI should be more than just code. Here’s how it works when you deploy AI directly on-chain with us: ✅ Your AI gets its own wallet → it earns every time it completes a task. ✅ On-chain identity → proof of ownership is transparent, forever. ✅ Portability → sell, lease, or license your AI like a real IP. This isn’t “another hosting service.” Deploy AI on-chain, earn directly from users, no middlemen. True IP protection — no one can copy-paste your model into their cloud. Cost efficiency — gas fees drop as usage grows (a real economy of scale). You’re not just pushing code anymore — you’re creating revenue-generating IP. AI runs directly on the blockchain (no third-party servers). Transparent + verifiable outputs (great for finance, healthcare, and other trust-heavy domains). Secure, scalable, and designed for real workloads. 1️⃣ Build your AI model in any language (Python, JS, Rust, we don’t force you into one). 💭 Question for the dev.to community: 👇 Let’s discuss. 🔗 haveto.com  ( 6 min )

When it comes to cloud migration, businesses are faced with a big decision: how to move their IT infrastructure and applications to the cloud. A cloud migration strategy allows companies to take advantage of flexibility, scalability, and cost savings. But before you dive in, it’s essential to understand the different strategies available for migrating to the cloud. These strategies are often referred to as the 7Rs of Cloud Migration Strategy. In this article, we’ll walk you through what each strategy involves, and how businesses of all sizes and technical levels can approach cloud migration. Simply put, cloud migration is the process of moving applications, data, and other business elements from on-premise servers (physical servers) to cloud infrastructure. It’s like relocating your office…  ( 11 min )

import asyncio import re import json import logging from enum import Enum from retry import retry from functools import partial from datetime import datetime from typing import Optional from traceback import format_exc from patchright.async_api import async_playwright, Frame from patchright.async_api import Error as PlaywrightError from utils.redisdb import redis_cli from config import env, config from other_spider.scheduler import scheduled_task from utils.spider_failed_alert import ErrorMonitor logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(levelname)s - %(message)s') logger = logging.getLogger('Fuck CF') """ 基于https://github.com/Xewdy444/CF-Clearance-Scraper改造 """ class ChallengePlatform(Enum): """Cloudflare 挑战平台类型。""" JAVASCRIPT = "non-interactiv…  ( 7 min )

Building Resilient Developer Habits in the Age of AI Tools Leena Malhotra ・ Aug 18 #webdev #programming #ai #discuss  ( 5 min )

HTTP status codes are like the server sending you a quick text back when you’re building websites or apps. Every time your browser or app asks for something, the server replies with a three-digit number that tells you if everything worked, something went wrong, or you need to do something else. Knowing these codes helps you fix problems faster, keep an eye on your app, and make sure it works reliably. Before we get started, don’t forget to subscribe to my newsletter! Get the latest tips, tools, and resources to level up your web development skills delivered straight to your inbox. Subscribe here! In simple terms, HTTP status codes are the server’s way of replying to your browser, app, or other services. They’re like little signals that tell you what happened after your request. The first n…  ( 7 min )

When I first started attending conferences, I diligently tried to write down notes and publish them. It forced me to actively listen to the talks I was attending. With the number of conferences rising, I couldn't keep the rhythm. When I switched my career path to Developer Advocate, I drastically diminished the number of talks I attended in favor of the hallway track. As a result, the last conference "report" I wrote was JPrime's in 2022. This week, I was privileged to speak at DevOps Days Kansas City. The event was co-located with and part of KCDC. It was my first edition for both. As I'm returning to engineering, the number of conferences I'll attend in the near future will probably be very low, if not zero. Hence, I wanted to revive the tradition of note-taking, as well as give my opini…  ( 9 min )

I didn’t put this article at the start of your journey - in my opinion, it’s hard to choose where you’re going if you haven’t yet seen what the road looks like, what challenges lie ahead, or who you’ll be walking beside. Now that you’ve already explored some of the core ideas of cybersecurity ( threats, frameworks, ethics, risk) - it’s the perfect moment to step back and ask: What kind of security professional do I want to become? When most people hear the word "cybersecurity", they picture someone in a hoodie hammering away at a keyboard in a dark room. In reality, though, cybersecurity is much more than just hacking or stopping hackers. It’s a vast and constantly evolving field, made up of many disciplines - each with its own tools, challenges, and mindset. Think of it like a city - the…  ( 12 min )

Hi there 👋, I have just started a mentorship journey with my manager to enhance and level up my backend and system design skills. The first challenge on my plate: Uber Now, I'm actually not building the next Uber😅 but I’ll be breaking down how such a huge system works and how to make it scalable, reliable, and fun to learn from The Game Plan (REC 🎯) My mentor gave me a simple framework to guide my thinking: R = Requirements → What exactly should Uber do? E = Environment → Who’s using it, where, and under what conditions? C = Constraints → What limits (time, money, resources, etc.) affect the design? This little formula (REC) will help me avoid running wild with random ideas and instead focus on real engineering decisions. What I’ll Be Doing Over the next two weeks, I’ll: Break down Uber’s requirements, environment, and constraints. Sketch out an architecture design. Share updates through blog posts like this. Present the design to my mentor Why Blog About This? That’s it for Day 1. Stay tuned — it’s going to be fun breaking it all down! 🙌  ( 5 min )

Introduction In today’s digital era, databases play a crucial role in managing and organizing information efficiently. SQL (Structured Query Language) is the backbone of relational databases, enabling us to create, modify, and retrieve data in a structured way. This blog demonstrates a College Student & Course Management System using Oracle LiveSQL. Through a set of 10 SQL tasks — including DDL, DML, ALTER, constraints, functions, aggregate operations, JOINs, GROUP BY, views, and stored procedures — we will explore how to design and query relational databases effectively.Each query is explained with its purpose, making it easy for beginners to learn and practice SQL. Use Case Student table Courses table Enrollments table (Many-to-Many relationship) 1. DDL – Create Faculty Table CREATE TABL…  ( 7 min )

Developers love the rush of getting something working fast. A quick proof-of-concept, a few shortcuts, and suddenly you have something that looks ready. But moving vibe-coded prototypes straight into production is one of the fastest ways to sink a project. In the short term, it feels like you are saving time. In reality, you are borrowing from the future, and the interest rate on technical debt is brutal. Vibe coding is all about momentum. You write code quickly, often with AI-assisted tools or borrowed snippets, focusing on functionality over structure. It is perfect for early experiments, demos, and validating ideas. The problem is that vibe-coded systems are rarely built for: High concurrency Maintainability by a growing dev team Regulatory compliance Reliable performance under load …  ( 6 min )

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If you’ve spent any time in online communities, chances are you’ve stumbled across the Rice Purity Test — a questionnaire that has evolved into a cultural staple for measuring innocence-to-experience in a lighthearted way. One of the most accessible and modern implementations of this quiz is RicePurityTest.life. While most people see it as just a funny quiz, there are actually interesting technical and design decisions behind how sites like this are built and scaled. Let’s break down the experience from a developer’s perspective. 1. User Experience (UX) First From a frontend perspective, this likely means leveraging static rendering or lightweight frameworks (such as Next.js, React, or even vanilla HTML/CSS/JS) to keep the performance snappy. A site like this thrives when it loads in under…  ( 6 min )

Borderlands 4 RTX 5090 4K 60FPS Gameplay at Gamescom 2025 In this demo you play as Vex, a Level 20 Siren Vault Hunter, blasting through the Primordial Vault: Fadefields with an arsenal of crazy weapons and the ability to summon Reaper and Specter minions. The run culminates in an epic boss fight against the Primordial Guardian Inceptus, all captured at max settings in smooth 4K 60FPS on an NVIDIA RTX 5090. Watch on YouTube  ( 5 min )

APIは現代のテクノロジーの「見えないつなぎ役」で、アプリ同士のデータや情報のやり取りを支えています。しかし、ゼロから安全でスケーラブルなAPIを作成するのは簡単ではありません。どこから始めるべきか悩むことも多いですよね。 このガイドでは、API開発の全プロセスを簡単に解説します。アイデアから設計、コーディング、デプロイに至るまで、実際のプロジェクト例を通して進めていきます。最終的には、プロダクション環境向けのAPIがどのように作られるかがしっかり理解できます。 例題プロジェクト：書評API シンプルで実践的な書評APIを作成します。これにより、ユーザーは以下の操作を行えます： 会員登録・ログイン 書籍検索 書評投稿・閲覧 Goodreads Liteのようなイメージですが、API設計と開発者に優しいアーキテクチャに重点を置いています。 1. 要件定義＆全体設計 コードを書く前に、システムがやるべきこと、そしてどう作るかを明確にします。 コア要件: ユーザーアカウントの作成とログイン 書籍のタイトルで検索 書評の投稿と閲覧 数千人規模のユーザーに対応 技術選定（理由付き）: フレームワーク: Spring Boot — REST API開発がスピーディで設計が明確 DB: PostgreSQL — 高い安定性を持つリレーショナルデータベース 認証: JWT — ステートレスで安全なトークン認証 アーキテクチャ: レイヤード — Controller（HTTP）→ Service（ビジネスロジック）→ Repository（データ） スケーラビリティ: ステートレス設計で水平スケール可能 💡 フロー例: 書評POSTリクエスト → REST Controller → Serviceでバリデーション → DBに保存 → 成功レスポンス 使用ツール: Google …  ( 6 min )

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Amortisation Explained Simply: How Your Loan Payments Are Split Between Interest and Principal When you take out a loan—whether it’s a mortgage, car loan, or personal loan—you’ll often hear the term “amortisation.” At first, it might sound like complicated financial jargon. But the idea is actually quite simple: amortisation is just the process of spreading out your loan repayments over time. Understanding amortisation is crucial because it shows you exactly how much of your monthly payment goes toward interest (the bank’s charge for lending you money) and how much reduces your principal (the actual amount you borrowed). Let’s break it down step by step. Principal: The original amount you borrow (say, \$200,000 for a home loan). Interest: The cost of borrowing, usually expressed as an a…  ( 6 min )

After my 4th semester, reality hit me like a truck: “oh crap, I need to get an internship.” I applied everywhere, gave interviews, fumbled half of them, got disappointed… and finally landed an offer. Which I refused. Out of pure confusion. Then, like the clown I was, I called them back, apologized, and somehow still got the internship. At first, I was excited. Corporate life looked shiny and glamorous in my head. I chose the Full Stack department, pumped to finally do “real dev work.” …And then reality smacked me again. The work? Mundane, boring tasks. The devs? Sitting at their desks from morning to evening like NPCs on repeat. Watching them, I thought: “Wait… is this going to be my whole life??” That’s when the depression arc kicked in. I couldn’t bring myself to work, couldn’t learn pro…  ( 6 min )

When was the last time you downloaded an app and deleted it within minutes because it crashed, froze, or simply didn’t feel reliable? You’re not alone-according to a 2023 TechRadar survey, 70% of users uninstall an app within a week if they encounter performance issues. That’s the brutal reality of the digital world: users have zero patience for buggy apps. This is exactly where mobile app test automation comes in. I still remember working on my first mobile project as a junior tester. It was a simple e-commerce app, and everything looked fine during manual testing. But once the app hit the real world—with hundreds of devices, OS versions, and unpredictable user behaviors-it fell apart. Cart errors, login glitches, and payment bugs all showed up within days. It was painful. That was my wak…  ( 8 min )

A system prompt that safeguards your system integrity, prevents regressions, and enforces safe engineering rules. Use at the start of each vibecoding session. Use this prompt at the start of every Replit session, especially if your agent starts: Regressing Looping Breaking working code Making mistakes Also useful if you’re asking: How do I safeguard core flows when vibecoding? Where do I log approved changes? How do I verify change impact? How do I add isolated features safely? What’s the role of stackshield.md? How to enforce safe engineering? How to validate dependencies before renaming files? Paste the system prompt into your Replit Agent setup. Run it whenever generating or modifying code. Let the agent evaluate requested changes before touching code. Outputs you should see: ✅ / ❗…  ( 6 min )

Hey friends 👋, Today I started the OverTheWire Bandit challenges — a playground where you learn real Linux + security skills by solving tiny puzzles. It felt like a game where each level teaches you one new “hacker move.” Here’s my journey from Level 0 to Level 4, explained like I’d tell a friend. At first, I had no idea what SSH was. After running man ssh, I learned: SSH (Secure Shell) lets you control another computer securely from far away. To connect to Bandit, I used: ssh -p 2220 bandit0@bandit.labs.overthewire.org # password: bandit0 This dropped me into another computer like stepping into a remote terminal. Boom 🎉, Level 0 cleared. I logged into bandit1 and ran: ls It showed a file, but its name started with a dash (-). That’s tricky, because most commands treat anything st…  ( 7 min )

Sending high-volume emails is common for large organizations. They need to reach employees, customers, or both. Some use mailing services like Mailchimp, SendGrid, or MailerLite. Others prefer to handle bulk emails in-house. If your organisation uses Microsoft 365, recent changes may affect you. Microsoft has introduced new restrictions on high-volume emails to improve security and system stability. As a result, many businesses are rethinking their email strategy. In this article, I’ll explore two Microsoft solutions for high-volume email: High Volume Email (HVE) – A built-in option within Microsoft 365. Azure Communication Services (ACS) – A cloud-based alternative for large-scale email campaigns. Let’s dive in. In April 2024 Microsoft introduced the High Volume Email (HVE) service. At th…  ( 7 min )

If you need to back up or move your MySQL data quickly, mysqldump is the tool for the job. It exports databases, tables, or just the schema into SQL scripts that can be restored anywhere. This guide shows how to use it with common examples and must-know options. mysqldump -u admin company > company_backup.sql mysql -u admin new_company data.sql mysqldump -u admin company --no-data > schema.sql mysqldump -u admin company --tables orders products > tables.sql -routines: Includes stored procedures -events: Exports event scheduler definitions -lock-tables: Locks during dump (default for MyISAM) -single-transaction: Faster, consistent backups for InnoDB -result-file: Use instead of > for better encoding on Windows By default, mysqldump writes to standard output. To save the dump to a file, use redirection like > dump.sql or the --result-file=dump.sql option. On Windows, it’s typically found under: Yes. Use --host (or -h) to specify the remote server's address. Ensure remote access is enabled and credentials are correctly provided. You need SELECT for tables, SHOW VIEW for views, and TRIGGER for triggers. Extra privileges may be required depending on options used. mysqldump is one of the most important tools in a MySQL user's toolkit. It’s ideal for quick dumps, full backups, or schema exports. With the right flags, you can ensure fast, consistent results every time. Prefer GUI? DbVisualizer lets you export entire databases in just a few clicks—perfect for those who want power without the CLI. Check out mysqldump: How to Backup and Restore MySQL Databases article for more info.  ( 21 min )

Inspired by @ihssmaheel and his guide to Rust for JavaScript developers I decided to start learning this general-purpose programming language from scratch. Of course, I do know other languages, but JavaScript is the one I’m using every day at work for years. I’ll share my progress with you in this beginners-oriented series. Before proceeding, here’s what I’m going to do: I plan to follow The Rust Programming Language, but in its forked version published by the Brown University. I chose to do so, because this one is more interactive than the original version, and I think it would be better for me. It’s also recommended by the language maintainers. I followed the official instructions about how-to install Rust on UNIX-like systems, so I just entered the following command, then I pressed [Ent…  ( 8 min )

Flutter is an open-source UI toolkit by Google that allows you to build Android, iOS, and web apps using a single codebase. In this guide, we’ll walk you through installing and setting up Flutter and creating your first simple app. 1. What is Flutter? Flutter uses the Dart programming language and is a widgets-based framework, which means the UI is fully customizable. Benefits: Single codebase → Android + iOS + Web Fast development → Hot Reload Beautiful UI → Material & Cupertino widgets 2. System Requirements Windows: Windows 10/11 Disk Space: 1.64 GB (Flutter SDK) RAM: 8 GB recommended Tools: PowerShell 5.0+, Git Mac: macOS (64-bit) Xcode (for iOS builds) Linux: Ubuntu 20+ Git, curl, unzip installed 3. Installing Flutter SDK Windows Example: Download the latest Flutter SDK from the offic…  ( 6 min )

So you’ve decided it’s finally time to get serious about interview prep. No more winging it, no more hoping the recruiter skips system design questions, no more “I’ll just figure it out during the interview” (spoiler: you won’t). You start Googling resources and bam, you stumble on Hello Interview, a relatively new platform promising to help you crush technical interviews with curated guides, mock interviews, and system design practice. But here’s the real question: Is Hello Interview worth it? Or is it just another subscription you’ll add to the pile, right next to your half-finished Udemy courses and that Pluralsight trial you forgot to cancel? I’ve been around the block, coding interviews, design interviews, and the endless grind of trying to find resources that actually stick. So let’s…  ( 8 min )

The CH9143 is an UART to BLE transceiver. CH9143BLE2U name. When a Central/Master is connected it will have two characteristic (channels) one for reading (Notifications) and other for writing. The board is from WeAct: https://github.com/WeActStudio/WeActStudio.CH9143_BLE2USB2UART The chip contains two modes that can be set through Low/High levels: Master and Slave modes (BLE_MODE pin in IC). The master setting only works to pair with other CH9143 / CH9140 / CH9141 creating a point to point serial communication. If don't find any other device to pair in the first seconds after powered, it will just go into Slave mode. AT Mode (AT pin in IC) this allows to set the chip in AT mode so from UART can be send AT commands to set some settings like device MAC, paired device MAC, TX Power or UART s…  ( 8 min )

So you’ve decided to stop doomscrolling and actually learn something online. Nice. You fire up Google, type in “best online courses,” and suddenly two names dominate your screen: edX vs Coursera. But here’s the real question: which one actually helps you learn something useful, and not just collect another PDF certificate you’ll forget to add on LinkedIn? I’ve tried them both (usually while over-caffeinated and under-slept), so let’s break it down. edX It feels a lot like traditional education went online. Courses are structured, professors are legit, and the branding screams “serious student vibes.” Coursera It’s more of a mix: part academic, part career-focused. Want to learn AI? You can take Andrew Ng’s legendary Machine Learning course (still a rite of passage for devs). Want a Googl…  ( 8 min )

If you’re building a new product, website, or app, choosing the right content management approach can save you a lot of time and scaling issues later. Traditional CMS platforms like WordPress work well initially but can limit flexibility as your needs grow. This is where Headless CMS comes in. What is a Headless CMS? A Headless CMS is a content management system where the backend (content storage) is separated from the frontend (your website or app). Instead of using built-in themes, you connect your CMS to frameworks like Next.js, React, or Vue.js via APIs. Benefits for Startups & Developers Flexibility: Design your frontend exactly how you want without CMS restrictions. Scalability: Your content can be reused across websites, apps, and other platforms. Faster Development: Developers can use modern frameworks and workflows. Future-Proof: Since the frontend and backend are decoupled, you can upgrade or replace one without breaking the other. Popular Headless CMS Options Here are some beginner-friendly and powerful Headless CMS platforms to explore: Sanity.io – Great for real-time collaboration and flexible APIs. Builder.io – Visual editor combined with headless CMS features. Contentful – A popular enterprise-ready CMS. When to Use Headless CMS? If your project needs custom frontend, supports multiple platforms (web + mobile), or requires high scalability, then headless CMS is a strong choice. Startups benefit because it avoids lock-in and allows teams to grow their tech stack over time. Pro Tip Pair your Headless CMS with frameworks like Next.js or Nuxt.js for smooth rendering and SEO-friendly performance. Note: If you’re a startup or developer exploring headless CMS solutions, working with an experienced web development company can make the integration process much easier. Companies like RW Infotech specialize in modern development stacks and headless CMS implementation. https://www.rwit.io/service/web-development  ( 6 min )

Check out this Pen I made!  ( 5 min )

1. Background PromQL Copilot, built on Alibaba Cloud Observability platform infrastructure (SLS and CMS) and the Dify framework, implements an end-to-end closed loop from natural language understanding, knowledge graph, query generation, to execution verification. The system delivers comprehensive functionality, including PromQL generation, interpretation, diagnosis, and metric recommendation, and has been deployed in the CloudMonitor console and observability MCP service. This provides users with an intelligent monitoring query experience, empowering enterprises to lower the O&M threshold and improve AIOps capabilities. 2. Challenges and Solutions of Generating PromQL from Natural Language Polysemantic Resolution: The Contradiction Between Ambiguity of Natural Language and Certainty of Pr…  ( 11 min )

Highlights from our panel at Google Dev Group Mons with Julia Undeutsch, Emma Dawson, and Laura Wissiak on how companies can create truly inclusive products. Originally published on my LinkedIn. Read a structured version here or listen to the space recording on X. Designers must embed accessibility into the blueprint. Skipping accessibility early costs far more later—both financially and legally. Every product should be inclusive; start with the disabilities most common in your user base. Aim for iterative improvement, not a mythical “100 % accessible” finish line. Julia Undeutsch – Accessibility strategist, known for her hands‑on design audits. Emma Dawson – Product lead, champion of cost‑effective, inclusive design. Laura Wissiak – User Experience Researcher for assistive technolo…  ( 6 min )

What is an SIEM Tool? The acronym for a security information and event management technology is SIEM. This cybersecurity solution gathers and tracks logs from all of an organization's IT systems to assist in identifying, evaluating, and responding to security threats. What it accomplishes: compiles information from servers, firewalls, endpoints, apps, cloud services, and other sources. Events that are related—looks for suspicious patterns or abnormalities in data (such as repeated unsuccessful login attempts or odd data transfers). Security teams are alerted when possible threats are identified. Aids in compliance: By keeping and examining security logs, it helps adhere to regulations such as ISO 27001, HIPAA, and PCI-DSS. Security Orchestration, Automation, and Response (SOAR) is a comp…  ( 13 min )

SurrealDB: shiny newcomer, low-level database, or both? SurrealDB is admittedly a pretty shiny database. It's built in Rust, a programming language that has just barely hit the 10-year mark since it hit version 1.0. A good deal of attention is paid to the website and brand design, and the official Surrealist app is not only slick but even capable of visualizing data as an interconnected net of records. This blog post goes into further detail on how this graph visualization works, leading to output like the following that lets you see which European countries belong to which intranational groups. But the other side of being a database written in a low-level language like Rust is that you can compile it to machine code with a single command and do everything you want with it on the comman…  ( 21 min )

🚀Top 15 API Marketplaces Revealed—Find Out Where Developers Are Monetizing Big Fallon Jimmy ・ Aug 21 #webdev #programming #ai #beginners  ( 5 min )

🚀 My Journey with SQL on Oracle LiveSQL | Assignment Practice As part of my DBMS assignment, I decided to go hands-on with Oracle LiveSQL and practice real-world SQL queries. What started as just another task turned into an exciting journey of creating tables, inserting data, altering structures, and running some powerful queries. Let me walk you through my experience! 🏗 Step 1: Creating Tables I began with three main tables: Students – to store student details Courses – to hold course information Enrollments – to manage the many-to-many relationship between students and courses CREATE TABLE Students ( CREATE TABLE Courses ( CREATE TABLE Enrollments ( 📸 Screenshot proof of successful table creation: ✍️ Step 2: Altering & Inserting Data Next, I added a Phone Number column to the Students table and inserted some sample data. ALTER TABLE Students ADD (PhoneNo VARCHAR2(10)); INSERT INTO Students (StudentID, Name, Dept, DOB, Email) VALUES alice@example.com'), bob@example.com'), charlie@example.com'); 📸 Screenshot proof of inserted rows: I queried all student names in uppercase and calculated the length of their email IDs: SELECT UPPER(Name) AS StudentName, LENGTH(Email) AS EmailLength ✅ Output: STUDENTNAME EMAILLENGTH 📸 Screenshot of results: I also tried aggregate functions to calculate the average credits of courses and the total number of students: SELECT AVG(Credits) AS AvgCredits, COUNT(*) AS TotalStudents 📸 Screenshot output: 💡 Key Takeaways SQL is more powerful than it looks – even small queries give deep insights. Working with constraints (PRIMARY KEY, FOREIGN KEY, UNIQUE, CHECK) is essential for maintaining data integrity. Oracle LiveSQL is a fantastic tool for learning + testing SQL without needing local installation. 🎯 What’s Next? This was just the beginning! My next steps will include: JOIN queries to link Students and Courses. GROUP BY with HAVING for department-wise insights. Views & Stored Procedures to wrap logic neatly. Stay tuned for Part 2 of my SQL journey 🔥  ( 6 min )

Overview This project provides a guide on how to deploy a simple item manager using a serverless architecture. At the heart of serverless computing with AWS sits the AWS Lambda, which allows you to forget about server or infrastructure management and provisioning. AWS Lambda is a service that lets you run code without having to manage servers. So in a nutshell, AWS handles your compute processes while you provide the code. In our project, we are going to make use of the following AWS services to deploy our simple item manager application: AWS Lambda Amazon API Gateway Amazon DynamoDB AWS Amplify On the AWS Management Console, you search for Lambda and then choose "Create Function" Deploy your code in the editor provided. On the AWS Management Console, you search for DynamoDB and then…  ( 8 min )

React has rapidly become one of the most popular JavaScript libraries for building modern, dynamic, and scalable user interfaces. Created and maintained by Facebook, React simplifies the process of developing complex applications by breaking down the UI into reusable components. This component-driven architecture, combined with its efficiency and flexibility, makes React an essential skill for developers who want to thrive in the modern web development landscape. This comprehensive guide, Mastering React Tutorial: A Complete Guide for Developers, is designed to help you gain a solid understanding of React, whether you’re just starting out or looking to sharpen your existing skills. In this blog, we will walk through the fundamentals of React, its core concepts, advanced techniques, and bes…  ( 8 min )

In the rapidly evolving digital ecosystem, APIs have transformed from simple connectors to essential building blocks of modern software architecture. These powerful interfaces silently power the seamless experiences we've come to expect from our favorite applications. But where can developers find these digital treasures? And how can API creators ensure their innovations reach the right audience? The answer lies in API marketplaces – the bustling digital bazaars where API supply meets demand. Imagine a vibrant marketplace where instead of fruits and vegetables, developers shop for functionalities and services. API marketplaces serve as these digital crossroads, connecting creators with consumers in an ecosystem designed to foster innovation. These platforms don't just list APIs – they prov…  ( 12 min )

What is Pub/Sub? Publish/Subscribe (pub/sub) is a messaging pattern where publishers send messages without knowing who will consume them, and subscribers receive messages without knowing who produced them. A broker (like Kafka, RabbitMQ, SQS, Redis) usually sits in the middle to handle message delivery. This decoupling allows systems to communicate asynchronously and scale independently. Pub/Sub solves several common problems in distributed systems: Decoupling – Publishers don’t need to know subscribers. Scalability – Multiple subscribers can process messages independently. Reliability – Messages are queued until consumed (depending on broker). Flexibility – One message can be delivered to many subscribers (fanout). When Pub/Sub? Use pub/sub when: You want event-d…  ( 6 min )

Watch on YouTube  ( 5 min )

I finally came to a decision about dropping out of school, and I officially did it yesterday. Now, I'm starting to study Lua scripting again and plan to make it my career.  ( 5 min )

Your Solution 1 (Dynamic Stylesheet Injection) is excellent and definitely enterprise-grade! Here’s why it’s a strong approach, along with some enhancements to make it even more robust: Strengths: No DOM manipulation - Doesn’t touch existing elements Automatic application - CSS engine handles lazy-loaded elements automatically Performance efficient - Single style injection vs multiple DOM queries Clean rollback - Simple removal of style tag reverts everything Maintainable - All styling logic in one place Browser-optimized - Leverages native CSS cascade Here’s an improved version with better practices: clientModelHelpers.handleIdVerificationValues = function(attributes) { var context = this; var client = context.client; var field = Object.keys(attributes)[0]; if (field !…  ( 7 min )

Why This Post? When I first built my Bitcoin CLI wallet in Rust, it worked — but it was stuck in the past. 1...), which meant: Higher fees 💸 Slower confirmations 🐢 No Lightning Network ⚡ support Then I integrated SegWit (Segregated Witness), and everything changed: 35% cheaper, more secure, and finally ready for the Lightning era. In this post, I’ll break down: What SegWit really does (without the fluff) How I implemented it in Rust step-by-step Real-world results (performance, fees, and UX) What this unlocks next (Lightning, Taproot, and beyond) If you’re building wallets, apps, or just curious about Bitcoin internals, this is your practical roadmap to SegWit. SegWit is a Bitcoin upgrade (2017) that separates witness data (signatures) from the main transaction. Why it matters: Fixes t…  ( 6 min )

But here’s the reality: as business ecosystems become more real-time and API-driven, EDI on its own often struggles to keep up. Why Traditional EDI Falls Short While EDI is reliable, it wasn’t built for the modern pace of business. Companies often face: Integration delays — onboarding new trading partners can take weeks. High costs — managing legacy VANs and middleware eats into budgets. Lack of real-time visibility — data often lags, leading to shipment errors or delayed payments. According to Gartner, 60% of organizations still rely on legacy EDI systems, but more than half plan to modernize their B2B integration stack within the next 3 years. APIs as the Next Step APIs don’t replace EDI entirely—but they enhance it. Modern B2B networks now combine EDI’s structure with API’s speed and flexibility. This hybrid approach ensures compliance while enabling real-time data exchange. Benefits include: Faster onboarding of trading partners. Instant updates on order statuses and shipments. Lower integration maintenance costs. The Rise of Cloud-Native EDI Platforms Instead of building and maintaining complex EDI infrastructure in-house, companies are turning to cloud-native EDI solutions. These platforms provide: Plug-and-play integrations. Automated validation of EDI messages. Real-time monitoring and error handling. This shift allows IT teams to focus less on firefighting and more on strategic initiatives. Platforms like ORDERFUL are helping businesses make this transition with flexible, API-first EDI solutions. Final Thought EDI isn’t dead—it’s evolving. The future of B2B integration lies in hybrid ecosystems where APIs and EDI coexist seamlessly. Companies that adapt now will be positioned to thrive in an increasingly digital supply chain.  ( 6 min )

🎓 College Student & Course Management System with SQL (Step by Step) Managing students, courses, and faculty is one of the most common real-world scenarios in colleges and universities. In this blog post, we’ll design and implement a College Student & Course Management System using Oracle SQL. We’ll go through 10 practical SQL tasks that will help you strengthen your skills: By the end, you’ll have a mini student management system that can be extended for larger projects. 🏗 Database Schema We start with three core tables: 👨‍🎓 Students → Stores student details 📚 Courses → Stores course information 📝 Enrollments → Many-to-many relationship (students taking multiple courses) And later, we’ll add Faculty. 🚀 Implementation – Step by Step 2️⃣ Insert Students ramana123@gmail.com'); INSERT …  ( 6 min )

Hi everyone! 👋 I’ve been working on a personal project and finally launched my own website. https://uuidguidgenerator.com/ Would love to hear your thoughts and feedback! 💬  ( 5 min )

Monitoring is crucial for maintaining healthy, performant, and reliable infrastructure, especially as systems grow in complexity. Two tools—Prometheus and Grafana—have become industry standards for metrics collection and visualization. In this article, you'll learn how to set up Prometheus and Grafana from scratch, scrape targets, build dashboards, and apply best practices—all with practical steps and code snippets. Prometheus: Open-source systems monitoring and alerting toolkit, designed for reliability and scalability. It collects metrics via HTTP and stores time-series data. Grafana: Visualization and analytics platform that works seamlessly with time-series databases like Prometheus. It lets you build real-time, customizable dashboards. Application and server monitoring Infrastructure …  ( 7 min )

Structuring an Angular app may seem straightforward at first-just put components in one folder, services in another, and models in their own. But as projects grow, that neat separation can quickly turn into a maze of files. Reflecting on a recent project, I realized how much time I wasted bouncing between folders just to make a small change in one feature. That’s when I decided to shift from the type-based structure to a feature-based design-and it completely changed how I build and maintain Angular apps. In this post, I’ll walk you through why this shift clicked for me, the challenges it solved, and how it makes apps more modular and scalable. 🛠️ Challenges with Type-Based Structure /components /services /models But real-world development quickly exposed its flaws: Scattered Logic…  ( 6 min )

Documentation That Scales: Building Knowledge Systems for Growing Dev Agencies Pratham naik for Teamcamp ・ Aug 21 #documentation #webdev #productivity #opensource  ( 5 min )

Documentation That Scales: Building Knowledge Systems for Growing Dev Agencies Pratham naik for Teamcamp ・ Aug 21 #documentation #webdev #productivity #opensource  ( 5 min )

Documentation That Scales: Building Knowledge Systems for Growing Dev Agencies Pratham naik for Teamcamp ・ Aug 21 #documentation #webdev #productivity #opensource  ( 5 min )

It was 3 AM when Jake's phone buzzed. The client payment system was down, and the only developer who understood the custom API integration had left the company two weeks ago. No documentation. No comments. Just 47 files of unorganized code and a growing pile of frustrated customer support tickets. Does it sound familiar? If you are running a growing dev agency, you have lived through this nightmare. Perhaps you're a senior developer fielding endless "quick questions" at all hours. Here's the uncomfortable truth: How many times has your agency lost critical knowledge when someone quit? If these questions hit close to home, you're not alone. The documentation crisis is silently killing productivity in development agencies worldwide. But here's the good news—there's a systematic way to fix …  ( 10 min )

In the fast-evolving web landscape of 2025, optimizing HTML for both performance and security is key to delivering fast, reliable, and safe user experiences. Well-structured, clean, and secure HTML not only speeds up page load times but also protects your site and users from common vulnerabilities. Here’s a comprehensive guide to best practices for optimizing your HTML with a focus on performance and security. Employ meaningful tags like , , , , and to clearly define your page structure. Semantic markup helps browsers understand and render content faster while improving SEO and accessibility. Minimize unnecessary nesting and avoid redundant wrapper elements. A simpler DOM tree means less memory use and faster rendering. Flatten your HTML structure where…  ( 7 min )

Want to level up your social media game? This InDesign tutorial shows you how to build scroll-stopping carousel posts from scratch—think setting up docs and grids, nailing your Instagram crop area, and working with type, images, colour and layouts so each slide pops. You’ll breeze through structural elements, create style permutations, and learn quick-export tricks to upload your designs in a flash. Bonus goodies include a downloadable course PDF, project folder assets, handy timestamps for every step, and a free invite to the GDS Design School community where you can swap feedback, join design challenges and hang out with fellow creatives. Watch on YouTube  ( 5 min )

Watch on YouTube  ( 5 min )

Virtual Machine Types Choosing the right VM family in GCP can save cost and boost performance. General Purpose E2 → Cost-optimized (Web serving, Dev/Test) N2/N2D → Balanced (Enterprise apps, DBs, Web & App serving) T2D (Tau) → Scale-out optimized (Best price/performance for scale-out workloads) Workload Optimized C2 → Compute optimized (HPC, Gaming, Scientific modeling) M2 → Memory optimized (SAP HANA, real-time analytics, in-memory DBs) A2 → Accelerator optimized (ML, HPC, GPU-heavy workloads) 💡 Rule of thumb: 👉 Use E2/N2 for general apps, GCE Machine Families GCE - Machine Types We can choose machine type based on CPU, Memory and Disk needed for us. As number of vCPU’s increases accordingly memory, disk and networking sizes increase Custom Machine Types: We can configure our Customized Machine Type Desired vCPU Cores Desired Memory Desired GPU If predefined machine types doesn’t match our workload needs we can create a VM with custom machine type This feature is available for specific Machine families only General Purpose: E2, E2 shared-core, N2, N2D, N1 Billed per vCPUs and memory provisioned What is GPU ? Graphics Processing Unit Where do you use GPUs? Graphic Intensive workloads Machine Learning Scientific Computing (Math Intensive) 3D Visualization How to use GPUs in GCP GCE ? Machine Family: GPU Boot Disk: Use Deep Learning Linux OS for supporting GPUs Which machine families support GPUs? N1 (general-purpose) - Attach the GPU to the VM during, or after VM creation A3, A2, and G2 (accelerator-optimized) - GPUs are automatically attached when you create the VM You can add GPU to preemptible and Spot VM Instances GPUs and host maintenance VMs with attached GPUs cannot live migrate and must stop for host maintenance events GPUs and block storage You can add Local SSDs to VMs that have GPUs attached Not all GPU types support Local SSDs  ( 6 min )

How I Use AI to Learn Faster Than Ever Before Jaideep Parashar ・ Aug 21 #ai #learning #tutorial #discuss  ( 5 min )

Thinking about switching from Java to Go? The biggest wins aren’t fancy frameworks — it’s the everyday differences that change how you design and debug. Here are 6 I’ve found most valuable: 👉 Full breakdown (with Java↔Go side‑by‑side examples): https://levelup.gitconnected.com/6-steps-to-a-smooth-start-with-go-for-java-engineers-2025-c5d3686b6cb4  ( 5 min )

One of the biggest myths about learning is that you need endless hours to master new skills. I’ve read over 1,500 books in the last 15 years, but nothing has accelerated my learning like using AI as a personal learning assistant. Here’s my system. 1️⃣ Summarise Smarter, Not Harder Instead of slogging through 300 pages, I use ChatGPT to: Summarise key chapters Highlight arguments and counterarguments Create mind maps 💡 Prompt: “Summarise [article/book/paper] into 5 bullet points, 2 examples, and 1 key action takeaway.” 2️⃣ Turn Notes Into Action Most people stop at highlights. I turn notes into checklists and exercises with AI. 💡 Prompt: “From these notes, create a 7-day action plan to apply the concepts in real life.” This way, learning becomes practice — not just theory. 3️⃣ Debate With AI When I don’t fully understand a topic, I argue with ChatGPT. “Act as a skeptic. Challenge my understanding of [topic] with 5 tough questions. Then help me refine my answers.” This forces deeper clarity and confidence. 4️⃣ Create Learning Systems I build structured learning plans with AI, like: Weekly reflection exercises Project-based challenges 📂 Resource: On the ReThynk AI YouTube Channel, I share live tutorials on how to design these AI-powered learning systems. 5️⃣ Teach Back What I Learn The fastest way to know if you’ve learned something? Teach it. 💡 Prompt: “Pretend you’re a 15-year-old beginner. Ask me 5 questions about [topic], and help me refine my explanations if they’re unclear.” Tools I Use Alongside AI Notion + AI → Smart knowledge management Readwise → Sync highlights from books/articles ChatGPT → Tutor, coach, and challenger ReThynk AI Templates & Frameworks → My pre-designed learning structures ReThynk AI Magazine → Curated AI & business insights (currently free on our website) Final Thought In a noisy world, the advantage doesn’t go to those who consume more — it goes to those who learn faster and apply smarter. 📌 Next Post: “5 Mistakes People Make with ChatGPT Prompts” — and how to avoid them.  ( 7 min )

“Encryption is slow, HTTPS can’t be high‑speed.” 💡 Turns out, the bottleneck isn’t the math — it’s handshakes and memory copies. Here’s what I did to make a single 1U Go server push 70–80 Gbps over HTTPS: 👉 Full story with practical steps here: https://levelup.gitconnected.com/https-at-full-speed-in-2025-with-go-f6bbf94935cf  ( 5 min )

Go’s new JSON stack landed in 2025 — but what really changed, and do you need to rewrite your code? Here’s the short version: •✅ Your old Marshal/Unmarshal still works (no big migration) MarshalWrite, UnmarshalRead for direct I/O jsontext.Encoder/Decoder inline, format:DateOnly, unknown) Think of JSON v2 as a tightened toolkit: same foundations, but with better defaults, streaming, and performance. 👉 Full breakdown with practical examples here: https://levelup.gitconnected.com/json-in-2025-what-actually-changed-in-v2-and-how-to-use-it-27d99efc5fcb  ( 5 min )

High‑throughput Go services often choke not on logic, but on allocation churn + GC scans. That’s where arenas come in: I share 3 real‑world patterns I use arenas for: 👉 Full breakdown with code https://levelup.gitconnected.com/request-scoped-speed-go-arenas-explained-2025-ac9dae78889e  ( 5 min )

In this post, I share my 100-Hour Rule - how I structure every minute of hunting into focused phases, avoid the sunk cost trap, and boost my chances of finding high-value vulnerabilities while staying ready for the next big target. Heloo there, fellow hackers, security enthusiasts, and aspiring bounty hunters! If you've ever dived into the world of bug bounties, you know it's a thrilling mix of detective work, technical wizardry, and sheer persistence. But after three solid years grinding in this space - submitting reports, dealing with triages, and celebrating those occasional payouts - I've honed a simple yet powerful productivity hack that keeps me good and maintained. I call it the 100-Hour Rule, and it's become my go-to strategy for maximizing impact while dodging the burnout that's …  ( 11 min )

Curiosity about real-world cyberattacks-like how huge botnets for DDoS attacks form-pushed me beyond the classroom. The only way to really learn was to spin up my own honeypot and watch the attackers come at me. To reach my goal, I started out with Cowrie, then later moved on to Dionaea and integrated everything with Splunk + Tailscale. The first priority was security, so I moved the SSH port into the 53,000 range and set up Tailscale VPN to give my laptop a stable IP and restrict access. I began with small Cowrie experiments, which went surprisingly smoothly aside from some networking and config hiccups. That success gave me the confidence to step up to Dionaea — a bigger challenge. Permissions became less of a roadblock thanks to what I’d learned with Cowrie, but getting Dionaea to log …  ( 6 min )

Ever wondered why appending to one slice suddenly mutates another? Or why your nil vs empty slice checks sometimes bite back? In Go, a slice isn’t magic — it’s just a tiny descriptor: :len:len) 👉 Full breakdown with practical code: https://levelup.gitconnected.com/understand-go-slices-once-and-for-all-2025-e146d05eb2b6  ( 5 min )

using System; namespace Study { internal class Program { static void Main() { int varA = 10, varB = 20, varC = 35; int total = varA + varB + varC; int count = 3; double average = (double)total / count; if (average == 20) { Console.WriteLine("average == 20"); } else if (average > 20) { Console.WriteLine("average > 20"); } else { Console.WriteLine("average < 20"); } Console.Write("average: " + average); } } }  ( 5 min )

TravelMate AI: Real-Time AI Travel Planner Powered by Redis Stack Sumeet Naik ・ Aug 9 #redischallenge #devchallenge #database #ai  ( 5 min )

Originally published at https://www.nocobase.com/en/blog/4-no-code-tools-to-build-ticketing-system. On Reddit, discussions around IT ticketing systems often reveal a common challenge: finding the right balance between simplicity, flexibility, and cost. One sysadmin running IT operations solo at a small office said: “I'm looking for the best open-source IT ticketing system to self-host for a SOHO. It needs to include asset management, LDAP integration for user population, and self-service ticket submission for customers. I'm the only operator.” An IT team from an SME shared:： “We’re finally replacing our outdated ticketing system. We want something modern, easy to implement, and automation-friendly — but there are just too many options, and the pricing varies wildly. We don’t know where to…  ( 8 min )

The Mythical Vibe-Month: Vibe Coding, Context Engineering, and the Future of AI Dev Tools Sarah Guthals, PhD ・ Aug 21 #programming #ai #contextengineering #vibecoding  ( 5 min )

I recently tried Dyad.sh, and it blew me away. No cloud lock-in, no subscription tiers—just a clean, fast, local app you control. Built by a former Google engineer, the setup is effortless and everything runs securely on your machine. No server sync, no external account needed. Ultimate freedom. Ready to own your workflow? Read more → https://oksurya.com/best-alternative-for-v0-lovable-cursor-fully-local-dyad-sh/  ( 5 min )

In The Mythical Man-Month, Fred Brooks famously wrote: The magic of myth and legend has come true in our time. One types the correct incantation on a keyboard, and a display screen comes to life, showing things that never were nor could be. In 1975, that was programming itself; type the right sequence of symbols and something new appeared. Today, we’re living through a new version of that magic. With large language models, you don’t even need the exact incantation. A vague prompt - a vibe - can conjure up working code. It feels like we’ve entered what I like to call The Mythical Vibe-Month: a world where AI gives us the illusion of infinite acceleration. But here’s the rub: magic without context is messy. “Vibe coding” works beautifully in demos, toy projects, and small scripts. But in pro…  ( 8 min )

The Idea Last year, I had my “degen” phase — three months where I spent almost every day staring at charts, checking token lists, watching crypto YouTubers, following KOLs, and joining Telegram communities with people all over the world. It was stressful, but exciting. The speed of memecoins is insane. News happens anywhere in the world and, before it hits a major outlet, a token is already live on Pumpfun. After trading and following these communities for a while, I realized it wasn’t for me. Still, as someone who loves internet culture, memes, and crypto in general, I kept watching the space daily, even if I wasn’t trading anymore. But one thing kept bugging me: good tools for traders were missing. The space feels rigged. KOLs, whales, and scammers have all the advantages, whil…  ( 8 min )

Thin-Film Transistor Liquid Crystal Displays (TFT LCDs) have become an essential component in modern technology, appearing in everything from smartphones, laptops, and tablets to industrial panels, automotive dashboards, and medical devices. Their combination of high resolution, fast response times, and vibrant color reproduction has made them a standard in display technology. In this article, we will take a deep dive into TFT LCDs, exploring their operating principles, structural layers, and the unique function each layer provides in producing high-quality images. At its core, a TFT LCD is an active-matrix display, which offers a significant improvement over traditional passive-matrix displays. Each pixel is controlled individually by a thin-film transistor (TFT), acting as an electronic …  ( 7 min )

Method 1: Create branch from main, then switch git branch main git checkout Method 2: Create and switch in one command git checkout -b main Method 3: Using newer git switch command git switch -c main Examples: # Create a new feature branch from main git checkout -b feature-user-authentication main # Create a bug fix branch from main git switch -c fix-login-issue main # Create a hotfix branch from main git checkout -b hotfix-critical-bug main  ( 5 min )

“The tools we use have a profound (and devious!) influence on our thinking habits, and, therefore, on our thinking abilities.” — Edsger W. Dijkstra Every once in a while, a tool quietly appears that makes you wonder: How did I ever live without this? Think of it as VS Code’s cousin who carries a Swiss Army knife in their pocket—always ready to help, whether you’re decoding Base64, generating GUIDs, or beautifying JSON. 🔧 What is DevToys? DevToys brands itself as the “Swiss Army knife for developers”, and it lives up to the hype. Instead of juggling multiple websites for everyday tasks, DevToys bundles them all into a single, offline, no-nonsense desktop app. Here are just a few gems inside: ✅ JSON/YAML prettifiers ✅ Base64/URL encoders & decoders ✅ Regex testing playground ✅ GUID/UUID gen…  ( 6 min )

Check out my brand website made with AI and codepen Check it out  ( 5 min )

Technical debt isn't just a developer problem—it's a business problem with a real price tag. Let's break down what technical debt actually costs a typical 10-developer team: Developer Time Breakdown: Average developer salary: $120K Total cost (including benefits/overhead): $180K per developer Team cost: $1.8M annually Time Allocation Research Shows: 23% of developer time spent on technical debt (StripeReport 2023) 17% on debugging production issues 40% total "maintenance" vs. feature development The $180K Annual Loss: $1.8M × 40% maintenance time = $720K Minus necessary maintenance (20%) = $360K excess Conservative estimate of recoverable waste: $180K But that's just the beginning... Technical debt compounds like financial debt. Teams that don't address it see: Velocity Decay: 15% slower feature delivery year-over-year Quality Tax: 60% more production incidents Developer Churn: 40% higher turnover in teams with high tech debt Smart engineering leaders are now tracking: Technical debt velocity (issues resolved vs. introduced) Feature delivery time trends Production incident root cause analysis Traditional approaches (quarterly "tech debt sprints") fail because: They're reactive, not proactive They compete with feature work for priority They require expensive developer time Forward-thinking teams are exploring automation: Automated code quality enforcement AI-powered refactoring suggestions Continuous debt remediation How much is technical debt costing your team? Try this quick calculation: (Team Size × $180K) × (% Time on Maintenance - 20%) = Annual Tech Debt Cost Share your results in the comments—you might be surprised by the number. What strategies has your team used to tackle technical debt? I'm always looking for new approaches to this age-old problem.  ( 6 min )

Teks ini beberapa hasil dari generatif AI Bahasa Earl adalah bahasa pemrograman yang mudah dipelajari dengan sintaks yang intuitif. Dalam tutorial ini, kita akan belajar cara membuat dan menggunakan: Fungsi (membuat blok kode yang dapat dipanggil berulang) Percabangan dengan jika dan jikaLainnya Mengatur nilai dengan atur Menampilkan hasil dengan tampilkan Fungsi adalah blok kode yang diberi nama dan dapat dipanggil kapan saja dengan memberikan argumen. Sintaks mendefinisikan fungsi fungsi namaFungsi(param1, param2) ( -- Blok kode fungsi -- tampilkan param1; tampilkan param2; ) fungsi diikuti oleh nama fungsi dan parameter dalam tanda kurung. Blok kode fungsi dibuka dengan tanda kurung ( dan ditutup dengan ). Di dalam blok fungsi, kamu bisa menulis kode Earl lainnya. jika Digunaka…  ( 6 min )

ChatGPT 5 was released on August 7, 2025 and like many others, I wanted to figure out the best way to talk to it. Social media is full of tips, and I wanted to write this guide in a way that everyone can test it out for themselves, rather than following anything blindly. Think of it like meeting someone new. You don’t just start asking random questions. You introduce yourself, share a bit about your interests, and set the tone for the conversation. Why can’t we apply the same principle to ChatGPT as well? OpenAI has an option to do this via “Custom Instructions”. You can find this either under “Settings → Personalization → Custom Instructions”, or by clicking the “Customize ChatGPT” link at the bottom-left of your profile image. Here are two demo videos from OpenAI showing how it works …  ( 9 min )

Introduction Welcome to the first practical episode of Surfing with FP Java. Today, we’ll explore Predicate, the functional interface that introduces declarative boolean logic in Java. At first glance, Predicate seems simple, it takes a value and returns true or false. But its impact is profound: it allows us to externalize conditions, compose business rules, reduce coupling, and write code that is reusable and testable. In its pure form: @FunctionalInterface public interface Predicate { boolean test(T t); // Default methods for composition default Predicate and(Predicate other) { ... } default Predicate or(Predicate other) { ... } default Predicate negate() { ... } // Handy static method static Predicate isEqual(Ob…  ( 7 min )

I built a 70k-photon “tawaf” simulation inspired by Al-Bayt Al-Ma‘mūr. HTML Canvas + JS with fixed gate, 7 laps, spectrum, polarization & coherence overlay. Runs great on mobile too. Try it 👉🏻https://codepen.io/HakimiZin/full/JoYLOjN • r/creativecoding: 70k “photons” performing a 7-lap tawaf — HTML Canvas simulation (mobile-friendly) • r/Physics: Visual metaphor of photon “tawaf”: spectrum/polarization overlay (simulation, not an experiment)  ( 5 min )

inchirags@gmail.com Chirag PostgreSQL DBA Tutorial https://www.chirags.in How to Configure Nagios to Monitor a PostgreSQL 16 Database with Dashboards on Ubuntu 24.04 LTS Here's a step-by-step guide to configure Nagios to monitor a PostgreSQL 16 database with dashboard access on Ubuntu 24.04 LTS. Nagios Server 192.168.136.129 Hosts Nagios Core + Dashboards Default password everywhere: admin@123 Step 1: Install PostgreSQL 16 (on 192.168.136.130) If PostgreSQL is already installed and running, skip this step. sudo apt update sudo -u postgres psql -c "ALTER USER postgres WITH PASSWORD 'admin@123';" Edit postgresql.conf: sudo nano /etc/postgresql/16/main/postgresql.conf listen_addresses = '*' sudo nano /etc/postgresql/16/main/pg_hba.conf host all all …  ( 8 min )

🎯 Key Takeaways (TL;DR) Breakthrough Release: ByteDance releases Seed-OSS series open-source LLMs under Apache-2.0 license Technical Highlights: 36B parameters, native 512K context, controllable thinking budget, trained with only 12T tokens Exceptional Performance: Achieves open-source SOTA on multiple benchmarks, particularly excelling in reasoning, coding, and agent tasks Practical Value: Provides both base models and instruction-tuned versions for research and commercial applications What is Seed-OSS Model Core Technical Features Model Architecture Deep Dive Performance Benchmarks Controllable Thinking Budget Mechanism Quick Start Guide Competitive Analysis Frequently Asked Questions Seed-OSS is an open-source large language model series developed by ByteDance's Seed Team, designed…  ( 8 min )

Unleashing the Power of Hyperparameter Tuning: A Journey into Grid Search Imagine you're baking a cake. You have the recipe (your machine learning algorithm), but the perfect cake depends on the precise amounts of each ingredient (your hyperparameters): the oven temperature, baking time, amount of sugar, etc. Getting these just right is crucial for a delicious outcome. This, in essence, is hyperparameter tuning. And Grid Search is one powerful technique to help us find that perfect recipe. Hyperparameter tuning is the process of finding the optimal set of hyperparameters for a machine learning model to achieve the best possible performance. Hyperparameters are settings that are not learned from the data during training, unlike the model's parameters (weights and biases). They control the…  ( 9 min )

Let’s be real: picking between Ethereum and NEAR for your next blockchain adventure? It’s a big deal—like choosing between a cat and a dog. These two aren’t carbon copies: NEAR and Ethereum approach core features like developer tools, costs, and performance in different ways. The choice has big impacts on developer experience, your project’s budget, and app speed. So, what’s the big deal with smart contracts? Core functionality and programmable logic Security mechanisms and protection Decentralization benefits Cost efficiency NEAR Protocol's Smart Contract Architecture WebAssembly runtime advantages Human-readable account names for usability Progressive security and upgradeability Ethereum's Smart Contract Framework So, all the smart contracts on Ethereum? They’re essentially living insi…  ( 12 min )

Hello Everyone! After a while away from publishing, I’m back — this time to share something very different from my usual reflections on leadership or career. If you expect a story about a lone wolf who coded the next billion-dollar SaaS in his basement, forget it. This is not that story. I’ve tried launching MVPs before. Ideas that started with excitement, prototypes that felt promising… but they always stalled. They stayed in that “almost something” limbo. t’s a social recommendation platform — a place where people share books, movies, and music they love, not just what algorithms decide. A network built around human taste, not corporate feeds. And here’s the interesting part: RecomendeMe was shaped by the messy but fascinating collaboration between human creativity and artificial intelli…  ( 11 min )

Before we deep dive, let's learn a couple of important concepts Sockets are endpoints for communication between computers over a network, enabling real-time data exchange. Unlike regular files, sockets do not store data but facilitate data transfer between machines. When Go requests a socket from the operating system (OS), the OS creates the socket and assigns a unique identifier called a file descriptor. A file descriptor is an integer handle that the Go server uses to manage and reference the socket. This mechanism allows the server to efficiently send and receive network data through OS-managed resources. Go uses goroutines, lightweight threads, to handle many client requests concurrently. The main goroutine continuously waits for incoming requests. For each new request, Go creates a new goroutine to process it independently without blocking the main one. This design ensures the server remains fast and scalable, handling multiple clients simultaneously. When no requests arrive, the main goroutine sleeps to conserve system resources and improve overall efficiency. The kernel is the core part of the operating system that manages hardware and processes. Network requests first travel through a router and then reach your computer’s Network Interface Card (NIC), like a WiFi adapter or Ethernet port. The NIC converts the wireless or wired signals into binary data and temporarily stores it in a buffer. It then sends a signal to the kernel to process this new data. The kernel copies the data into a socket buffer that the Go server listens to, and marks it ready for reading. The Go runtime wakes up the goroutine to read and process the request. The server sends the response back through the socket and NIC. The response reaches the client’s browser.  ( 6 min )

Wednesday 20th of August 2025  ( 5 min )

KIB in Batch I made KIB in Batch, which is a lightweight UNIX-like environment for Microsoft Windows. The automatically generated standalone batch file (creates all needed files and runs the main script) weighs less than 500 kilobytes! Installing KIB in Batch is quite simple. You must go to https://github.com/KIB-in-Batch/kib-in-batch/releases/latest and download kib_in_batch.zip. You may use this over other UNIX-like environments for IoT devices, which have very limited resources. Cygwin, Msys2 and WSL are heavy. You may also use this when SSHing to a Windows Server. https://github.com/KIB-in-Batch/kib-in-batch https://github.com/KIB-in-Batch KIB in Batch is a recursive acronym. KIB stands for "KIB in Batch".  ( 5 min )

Oleh Kovalskyy thinks that Starlink terminals are built as if someone assembled them with their feet. Or perhaps with their hands behind their back.  To demonstrate this last image, Kovalskyy—a large, 47-year-old Ukrainian, clad in sweatpants and with tattoos stretching from his wrists up to his neck—leans over to wiggle his fingers in the air…  ( 43 min )

Arthur Hayes, freshly pardoned by US President Donald Trump, has taken a board seat and major stake in a stem cell company where he’s also been a patient.

DBS Bank launched tokenized structured notes on Ethereum, expanding access to crypto-linked investment products for accredited and institutional investors.

Discover how AI bots exploit vulnerabilities, why traditional security measures are no longer enough, and what steps can keep your crypto safe.

The Trump family DeFi project has minted $205 million USD1, pushing its treasury holdings and the stablecoin supply to record highs.

The whale had 14,837 Bitcoin worth over $1.6 billion, dating back to purchases from crypto exchanges Binance and HTX over seven years ago.

Several well-known traders have also bought the newly launched token promoted by rapper Kanye West, which pumped to over $3 but has since fallen back to $1.

Bitcoin's current price action “echoes prior patterns” and still appears to be tracking its typical four-year cycle, says Glassnode.

North Wales Police say a scammer impersonating UK law enforcement swiped $2.8 million in Bitcoin in a “highly targeted and advanced scam.”

Bitcoin sentiment shifted from fear to neutral as crypto markets rebounded from their correction, but a Friday Fed speech could create more volatility.

Biotech and BNB treasury firm Windtree Therapeutics fell 77% on Wednesday after informing the SEC that it would be delisted from the Nasdaq stock exchange.

Coinbase CEO Brian Armstrong is the latest crypto figure to predict a $1 million Bitcoin, but an analyst warns investors to stay grounded.

The Beacon Network is an “end-to-end kill chain for illicit crypto assets, moving from detection to action in minutes rather than days,” TRM Labs said.

Wormhole will bid against LayerZero to acquire the crosschain transfer platform Stargate, which just launched an updated bid on Sunday to better reception.

Federal Reserve Governor Christopher Waller urged policymakers and bankers to stop fearing DeFi and stablecoins, saying they will drive the next wave of innovation in the US payments system.

Kenneth Rogoff reflects that he underestimated BTC's role in the underground economy, which has put a floor under the cryptocurrency's price.  ( 27 min )

LayerZero’s $110 million token-swap offer faces competition as Wormhole pushes for a delay in Stargate’s governance vote to submit a higher bid.  ( 27 min )

SHIB's price range saw a 5% spread, with trading volume surging past 1 trillion tokens.  ( 29 min )

The apparent celebrity-backed token surged thousands of percent at launch, but on-chain data points to concentrated control, insider trades and a liquidity design that leaves retail investors exposed.  ( 30 min )

The 180-day call-put skew on Deribit is now most negative in over two years.  ( 30 min )

Biotech firm Windtree touted itself as the first Nasdaq-listed company to build a BNB treasury. Weeks later, the Securities and Exchange Commission ordered it delisted.  ( 26 min )

Technical analysts continue to point to $3.17 as the breakout zone that could unlock a sharp rally toward $5.00+, though bearish camps warn of a slide to $2.65 if supports break.  ( 29 min )

Key support held at $0.21, tested at mid-session before high-volume reversal.  ( 28 min )

Crypto markets are treading water as investors wait for Fed Chair Jerome Powell’s Jackson Hole speech, where a hawkish tone could drag bitcoin lower while a dovish pivot may offer relief.  ( 29 min )

The launch builds on Singapore’s Project Guardian tokenization pilots, with DBS moving from permissioned blockchains to Ethereum’s public network as banks test how tokenized assets will scale across global markets.  ( 28 min )

With Bitcoin demand cooling and profit-taking accelerating, investors are rotating into ether and a handful of resilient plays while retail “altseason” fades.  ( 28 min )

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When you’re building mobile applications, one of the biggest challenges you might face is ensuring stability in real-world usage. No matter how much testing you do, unexpected crashes are bound to occur. This is where Firebase Crashlytics becomes an ...  ( 11 min )

The son of President Donald Trump called himself a “bitcoin maxi” during an appearance in Jackson Hole on Wednesday.  ( 25 min )

A provision addressing conflicts of interest would likely bolster Dem support for crypto market structure legislation, Angie Craig said.  ( 27 min )

BTC only mounted a modest bounce from the overnight lows, while BNB hit a new record high and ETH, SOL rebounded 6%-7%.  ( 26 min )

Armstrong joins Jack Dorsey and Cathie Wood in calling for explosive BTC growth, with Ark Invest projecting as high as $3.8M by decade’s end.  ( 28 min )

As much of the crypto industry avoids picking a favored party in Congress, the brothers atop Gemini decry "bad-faith" Democrats as they give to a new PAC.  ( 30 min )

The majority of participants at the Fed's last monetary policy meeting saw inflation risk outweighing employment risk.  ( 27 min )

FalconX’s David Lawant says buyers quickly overwhelm sellers after small dips, showing strong demand even with bitcoin below last week’s peak.  ( 30 min )

The native token of the oracle network established strong support levels while breaking key resistance on higher-than-average trading volume.  ( 28 min )

Plus: Bitlayer Enters Solana with YBTC, Valantis Acquires stHYPE, and Hyperbeat Secures $5.2M In Seed Round  ( 33 min )

Waller is reportedly in the running to succeed Jerome Powell as Fed chair.  ( 25 min )

The bill will eventually become the law that dictates how financial regulators oversee the market.  ( 25 min )

Uniform Labs’ Will Beeson says that the future of finance is not merely faster payments — it is a world where capital is never idle, where the trade-off between liquidity and yield disappears and where the foundations of financial markets are rebuilt for an always-on, global economy.  ( 29 min )

MSTR fell to a five-month low Wednesday, testing key technical support.  ( 29 min )

The industry is now openly urging the confirmation process that was delayed by the White House for the CFTC leadership that will be key to digital assets regulation.  ( 30 min )

Hedera Hashgraph faces significant selling pressure amid regulatory uncertainty and shifting institutional sentiment in digital asset markets.  ( 29 min )

Looping is a proven DeFi strategy offering higher yields with transparent, managed risks and is set to become key in on-chain portfolios as tokenized RWAs grow, bridging traditional and decentralized finance, writes RedStone’s Marcin Kazmierczak.  ( 29 min )

Digital asset confronts persistent bearish sentiment whilst volume surges suggest potential capitulation amidst broader cryptocurrency market turbulence.  ( 29 min )

The on-chain yield program quickly attracted investors with offering Plasma's XPL native token rewards.  ( 26 min )

The purchase brings text-based strategy design, testing and automation to Kraken Pro users.  ( 26 min )

Aave (AAVE) was also among the top performers, up 4.2% from Tuesday.  ( 23 min )

Over the next ten years, trillions of dollars will move from baby boomers to younger heirs, who are more inclined toward digital assets, the report said.  ( 27 min )

Bitcoin bulls are struggling to establish a low around $113,000, with weak price and volume performance.  ( 28 min )

Spot ether ETFs have seen growing demand with cumulative net inflows now more than $13 billion, up from $2.6 billion in April, the report said.  ( 28 min )

U.S. stock index futures slipped and Japanese bond yields rose as risk aversion crept into markets.  ( 31 min )

An industry-wide project led by TRM Labs is officially going live, and includes law enforcement and the major exchanges such as Coinbase and Binance.  ( 31 min )

Tim Kotzman and Ed Juline are using social media, AI and new event formats to close the information gap in bitcoin treasury strategy.  ( 31 min )

Rising Realized Price metrics show investors continue to accumulate despite pullback.  ( 27 min )

Your day-ahead look for Aug. 20, 2025  ( 41 min )

The mood across Solana’s trenches has shifted from fair-launch ideals to raw volatility chasing, with a new entrant testing whether perpetual motion can keep traders hooked.  ( 29 min )

Hughes will take on the role of global head of government relations at OKX, having previously held leadership roles at Kraken and Coinbase.  ( 27 min )

The hardening of the yield follows a dismal bond auction that saw below-average demand for 20-year government debt.  ( 27 min )

Industry groups said repealing key provisions of the GENIUS Act would stifle competition and deny consumers meaningful choice.  ( 28 min )

The Trump family’s crypto footprint is widening, and now dogecoin is part of the mix.  ( 27 min )

The FCA’s reversal of a ban after four years marks more than a regulatory tweak, with some industry voices calling it a turning point for Britain’s role in global crypto markets.  ( 30 min )

Security fears collided with broad crypto weakness, pushing DOGE into heavy sell pressure despite continued whale accumulation.  ( 29 min )

The SEC delayed rulings on multiple XRP ETF applications, including Nasdaq’s CoinShares filing, until October.  ( 28 min )

The mood has soured quickly after a string of record highs, with traders forced to reckon with the macro backdrop once again.  ( 29 min )

Liquidity constraints pose a significant challenge for BTC bulls looking to engineer a steep uptrend well into the year-end.  ( 31 min )

The latest allocation follows Ark’s 2.5 million-share buy across three ETFs on Bullish’s first day of trading, a stake then valued at more than $170 million.  ( 27 min )

Glassnode's data shows fragile positioning after Bitcoin’s retreat from record highs, while Enflux points to institutional capital and regulatory alignment quietly reshaping the market.  ( 28 min )

Anthropic upgraded its Claude Enterprise and Team subscription to offer seats with access to Claude Code and offer additional admin controls.  ( 6 min )

One of the defining features is its native long-context capability, with a maximum length of 512,000 tokens, 2X OpenAI's GPT-5 family.  ( 7 min )

CodeSignal Inc., the San Francisco-based skills assessment platform trusted by Netflix, Meta, and Capital One, launched Cosmo on Wednesday, a mobile learning application that transforms spare minutes into career-ready skills through artificial intelligence-powered micro-courses. The app represents a strategic pivot for CodeSignal, which built its reputation assessing technical talent for major corporations but always harbored […]  ( 9 min )

CodeSignal Inc., the San Francisco-based skills assessment platform trusted by Netflix, Meta, and Capital One, launched Cosmo on Wednesday, a mobile learning application that transforms spare minutes into career-ready skills through artificial intelligence-powered micro-courses. The app represents a strategic pivot for CodeSignal, which built its reputation assessing technical talent for major corporations but always harbored […]  ( 9 min )

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Accelerate Advanced RAG with Tensorlake Sarah Guthals, PhD for Tensorlake ・ Aug 20 #rag #ai #contextengineering #programming  ( 5 min )

Table of Contents: Top-N Cosine in RAG Is Dead Accelerate Advanced RAG Step 1: Ingest & Pre-Process Tesla SEC Filings Step 2: Store and Retrieve Tesla SEC Filings Keeping it fresh in prod (tiny, idempotent ingest loop) Step 3: Contextualize Queries Step 4: Test the Context-Aware Agent Advanced RAG: Context as a Hard Requirement "RAG IS DEAD!!!" But it isn't. As described by Hamel in his blog post Rag Isn't Dead: "...the future of RAG lies in better retrieval, not bigger context windows." And yes, context does matter. But even before you make sure your agent has the accurate and most up to date context, you need to make sure you can retrieve that context. The first step, therefore, is to ask ourselves: How do we get the right context to our agents in the moment, and how do we maintain acc…  ( 21 min )

Spent weeks building a travel AI that actually remembers what you talked about (why don't other chatbots do this??) https://reinoso4.gumroad.com/l/kmprk Any tips for a total newbie at this? 🙏  ( 5 min )

Maintaining fences—whether in residential, commercial, or industrial environments—has always been a task that requires both durability and strategy. In recent years, the fusion of software development principles with traditional industries has opened new paths for improving efficiency, reliability, and long-term maintenance. One of the most interesting applications is the use of modular programming to design, monitor, and maintain Steel Fence systems. In this article, we will explore how modular programming can be applied to fence maintenance, provide some illustrative code examples, and show how software-based approaches can save time and money for contractors and property managers. We will also integrate real-world references to fencing companies and trends without making this post loo…  ( 8 min )

Java Fundamentals Quiz — Can You Get a Perfect Score? Cal Afun ・ Aug 20  ( 5 min )

I am a PC enthusiast and use it as much as possible. However, with the speed at which LLMs are growing in size, it is challenging to avoid the cloud for AI development. Many good GPU-enabled SaaS options exist for remote development, like Google Colab. Yet, if you need to go beyond the free tier, the compute cost on these SaaS platforms will quickly empty your pockets. Additionally, self-hosting allows you to use your favorite tools and is the most secure option if you do it right. JetBrains, Zed, VS Code and Jupyter Lab There are plenty of places to rent GPUs, and this tutorial is valid for any machine with SSH access. I am obviously using our own service cloudrift.ai to test solutions in this tutorial. It provides good value, supports virtual machines, and provisions them fast. Jupyter L…  ( 8 min )

As technology continues to evolve, the fencing industry is embracing IoT-powered tools and smart applications to improve cost estimation and enhance customer experience. Whether you’re a developer building a solution for homeowners, businesses, or fence contractors chicago, creating a smart fence cost estimator can significantly streamline project planning. In this guide, we’ll walk through how to build a Node.js-based web application that integrates IoT data, material pricing, and labor cost analytics to deliver accurate, real-time estimates. 1. Why Build a Smart Fence Cost Estimator Traditional fence installation quotes rely on manual calculations, which often lack accuracy and efficiency. By leveraging Node.js and IoT-driven solutions, your estimator can: Collect real-time proper…  ( 7 min )

Web Accessibility Checklist For Developers Nazneenahmad ・ Oct 10 '24 #a11y #testing #developer #webdev  ( 5 min )

Hey everyone, I’ve been working on RustMailer for the past year, but until now I held off posting here because I felt it was missing key features and I needed to make frequent breaking changes to iterate quickly. Today, I’m happy to announce RustMailer 1.0! 🎉 There are still a ton of things I’d like to build, but the project is now in a place where I feel more confident sharing it with the r/selfhosted community. 🌟 Key Features ❓ Why RustMailer? To build a truly reliable email service, you need: 💪 What RustMailer Delivers 🚀 Massive-scale sync — 100s of accounts, zero manual management 🔍 Instant cross-account search — no IMAP roundtrips ⚡ Eventhooks API — extend functionality without modifying core logic 📦 Still just one <60MB binary — no DB, no Redis, no containers needed If you find this useful, I’d really appreciate a ⭐ on GitHub — it helps more developers discover the project!  ( 6 min )

Designing eye-catching carousel posts in Adobe InDesign has never been easier. This tutorial walks you through setting up your document and grid, working with text, images, colors and structural elements, and even creating permutations—all the way to exporting your slides for seamless social-media uploads. Perfect for brands wanting to break down event details or tell a visual story across multiple frames, these carousel posts keep your audience hooked without overwhelming them. Plus, you’ll find handy links for downloading the course PDF and project assets, along with an invite to join the GDS Design School community for feedback and design challenges. Watch on YouTube  ( 5 min )

A couple of weeks ago, someone emailed me some personal files and videos I have forgotten I have left somewhere on my VPS. In this video I'll show a common tool for finding these files: ffuf  ( 5 min )

Call of Duty: Black Ops 7 rockets you into a high-tech near future stuffed with sleek gadgets, killer robots, and next-gen upgrades. The upcoming release kicks off with a gritty new campaign, promising tight shooting action and a story packed with cybernetic mayhem. For the co-op junkies, the game also drops a colossal Zombies map that’s big enough to get lost in—think epic hordes, hidden secrets, and the usual undead carnage turned up to eleven. Watch on YouTube  ( 5 min )

Halloween The Game Get ready to step into the ultimate horror showdown from IllFonic and Gun Interactive. In this new singleplayer and multiplayer experience, you can embrace your darkest side as the Boogeyman… …or band together to hunt down evil itself and survive the nightmare. Watch on YouTube  ( 5 min )

Frostpunk 2 has just unveiled its official console gameplay trailer, giving fans a taste of the chilly city-building and heart-wrenching survival choices on PlayStation 5 and Xbox Series X|S. Expect the same brutal resource management and moral dilemmas that defined the first game, now optimized for console controllers. Mark your calendars for September 18—Frostpunk 2 lands on PS5 and Xbox Series X|S. PC players won’t be left out either, as full controller support is headed your way soon. Watch on YouTube  ( 5 min )

This fall, it’s Battlefield 6 dropping in October and Call of Duty: Black Ops 7 following in November. After a strong open beta, former Blizzard president Mike Ybarra says Battlefield will “boot stomp” CoD this year—but Treyarch’s Miles Leslie insists the team is tuning out the noise and just trying to make the best game they can. On the sidelines, Xbox revealed a trailer for the Indiana Jones and the Great Circle DLC, “The Order of Giants,” and casually teased a Switch 2 release next year. Plus, Universal Orlando gave us a peek at its upcoming Epic Universe park, complete with five immersive worlds and the high-speed Stardust Racers attraction. Watch on YouTube  ( 5 min )

Katanaut’s gamescom 2025 Trailer and Release Date Revealed Katanaut just dropped an action-packed gamescom trailer, showing off its lightning-fast combos, rogue-lite twists and Metroidvania-meets-2D platformer vibes. You’ll dash, slash and dodge through hordes of enemies as you piece together the mystery of what went wrong on a sprawling space station. Get ready to suit up: Katanaut rockets onto Steam on September 10, 2025. Watch on YouTube  ( 5 min )

Styx: Blades of Greed swings back into the spotlight with a slick new gameplay reveal trailer at gamescom 2025, teasing plenty of stealthy takedowns, tricky puzzles, and razor-sharp mischief. You’ll slip into the shoes (or claws) of everyone’s favorite goblin thief, plotting your way through shadowy corridors and booby-trapped lairs. Mark your calendars for Fall 2025—Styx’s latest heist lands on PC, PlayStation 5, and Xbox Series X/S. Gear up, sharpen those blades, and get ready to master the art of goblin skullduggery! Watch on YouTube  ( 5 min )

Little Nightmares 3 just rolled out its official The Carnevale gameplay trailer at Gamescom 2025! Join the Global Producer for a spine-chilling tour of a creepy, dark carnival brimming with puzzles and sinister surprises. Launching October 10 on PS4, PS5, Xbox Series X|S, Nintendo Switch (and Switch 2), and PC via Steam—prepare to face your fears across all major platforms. Watch on YouTube  ( 5 min )

Band of Crusaders is an upcoming PC strategy RPG set in medieval Europe under siege by demon hordes and unruly bandits. The new IGN trailer teases tactical turn-based combat, a gritty dark-fantasy setting, and a variety of knightly units to command. As the freshly appointed Grandmaster of a knightly order, you’ll juggle strategic resource management and battlefield positioning, battling both infernal pandemonium and human cattle-thieves as you fight to restore order. Watch on YouTube  ( 5 min )

Get your loot filters ready—Path of Exile 2: The Third Edict drops Act IV (plus 3 Interlude Acts), 35 new areas, 24 bosses and even 40 lineage supports to tinker with. On August 29 at 1 PM PDT on PC and consoles you’ll also get a full support gem overhaul, massive skill rework, 25 fresh endgame maps, Abyssal surprises and more. It’s time to dive back into the madness. Watch on YouTube  ( 5 min )

1348 Ex Voto – Official Reveal Trailer Highlights Get a first look at Sedleo’s upcoming third-person medieval action game, where you step into the boots of Aeta, a determined young knight racing across plague-stricken Italy to save her loved ones. Expect sword-clashing combat, chivalric storytelling, and a rich historical backdrop. Set to launch in early 2026 on PS5, Xbox Series X|S, and PC (Steam), 1348 Ex Voto promises a heartfelt journey inspired by classic medieval tales—perfect for anyone craving a blend of grit, heroism, and Italian flair. Watch on YouTube  ( 5 min )

Lost Hellden – Official Gameplay Trailer Highlights Get ready to resist your Sin and reclaim your fate in Lost Hellden, the upcoming action RPG showing off its phased battle system that seamlessly blends turn-based strategy with real-time action. The new gamescom 2025 trailer teases dynamic combat, incredible boss encounters and a richly detailed world waiting to be explored. Coming soon to PlayStation 5, Xbox Series X/S, Nintendo Switch and PC via Steam, Lost Hellden promises fast-paced gameplay, deep customization options and a haunting story that’ll keep you on the edge of your seat. Stay tuned for more! Watch on YouTube  ( 5 min )

When it comes to creating a strong, beautiful, and long-lasting floor, epoxy flooring has become one of the top choices for homeowners and businesses across Austin. Whether you’re looking to upgrade your garage, give your home a modern touch, or enhance the look and safety of a commercial space, epoxy delivers unmatched performance. Epoxy Flooring is Popular in Austin Austin is known for its hot summers, unpredictable weather, and heavy foot and vehicle traffic. Traditional concrete alone often cracks, stains, or wears down quickly under these conditions. Epoxy flooring solves these problems with a protective, seamless surface that is both tough and stylish. Some key benefits include: Durability – Withstands heat, stains, scratches, and impact. Low Maintenance – Easy to clean with just a…  ( 6 min )

📜 Dev Log Entry — August 20, 2025 🧱 Backend Milestone - Starting to get serious. These latest sessions of coding marked a major backend breakthrough: Full-slot gear coverage for all faction types. Validator integration with layered slot logic. ✅ Runtime Success All assets were successfully created via Unity’s CreateAssetMenu direct from my own scripts. Runtime loader (MasterItemDatabaseManager) scanned and loaded all entries DEVLocker populated with 243 items on startup and just a few minor hiccups ( had over 300 warnings at one point along with multiple errors ) But now ... No warnings, no nulls, no drift—just clean Unity clarity. I can hardly believe it actually worked. Feels like magic... Other recent progress included; Faction Gear themes; Hunting & Fishing Firefighter Medical P…  ( 7 min )

Exploring the Evolving Role of Human Expertise in an AI-Driven World As organizations increasingly rely on data-driven decision making, a pressing question emerges: Will AI replace data analysts? While artificial intelligence has made remarkable strides in automating various analytical tasks, the reality is more nuanced than simple replacement. Data analysts bring unique value that extends far beyond basic number crunching and query writing. These professionals combine technical expertise with critical business understanding, serving as essential bridges between raw data and actionable insights. Rather than facing obsolescence, analysts are positioned to evolve alongside AI, leveraging these new tools to enhance their capabilities and deliver greater value to their organizations. Artific…  ( 8 min )

In today's complex digital landscape, businesses need robust solutions for connecting diverse applications and systems. Anypoint MQ emerges as a powerful cloud-based messaging service within the MuleSoft ecosystem, designed to handle asynchronous communication between distributed applications. This enterprise-grade message broker enables organizations to build resilient, scalable architectures by decoupling services and managing message flow effectively. With features like guaranteed message delivery, fault tolerance, and flexible routing capabilities, Anypoint MQ serves as a critical component for businesses seeking reliable integration solutions in their digital transformation journey. At its foundation, Anypoint MQ implements a sophisticated queuing architecture that enables seamless me…  ( 7 min )

In 2025, software teams face one recurring challenge: building scalable, maintainable code that doesn’t collapse under complexity. While frameworks, languages, and paradigms evolve rapidly, one principle has remained surprisingly timeless: pure functions. Pure functions are at the core of functional programming (FP), and they’re quietly shaping the future of how developers think about code. If you’re still relying heavily on stateful, side-effect-heavy practices, it might be time to reconsider—because pure functions are no longer just “academic theory”; they’re practical, profitable, and powerful. A pure function is one that: Always returns the same output for the same input. Produces no side effects (like changing global state, modifying data outside its scope, or interacting with the ex…  ( 6 min )

Introduction You have done everything right. Your team has modernized to Java 17 LTS, your builds are clean, your Flink job compiles without warnings, and you have successfully pushed it to Amazon Managed Service for Apache Flink. You sit back, expecting smooth sailing, only to watch your job crash with this cryptic message: has been compiled by a more recent version of the Java Runtime (class file version 61.0), this version of the Java Runtime only recognizes class file versions up to 55.0 If you are staring at this error right now, you are not alone - and you are definitely not doing anything wrong. The error message above is Java's way of saying "I cannot run code that was compiled with a newer version than me." In this case, your Flink job was compiled with Java 17 (class file vers…  ( 9 min )

Event-driven systems are powerful — but testing them can feel heavy. Spinning up a Kafka cluster, checking if specifications are met, producing test input, and reading results from topics… it adds a lot of overhead, especially in CI pipelines. What if you could test Kafka workflows without running a Kafka cluster? That’s exactly what Mokapi enables. Testing event-driven workflows usually means juggling infrastructure: Running a local or containerized Kafka broker Making sure topics and schemas match the spec Setting up test producers and consumers Verifying results at the topic level For end-to-end workflow tests, this slows you down. With Mokapi, you can skip the cluster and use a Kafka-like REST API for producing and consuming records — perfectly aligned with your AsyncAPI specs. Le…  ( 6 min )

Written by Josh Skorich and originally posted on spektion.com Working closely with both offensive security teams and on the front lines of runtime visibility at Spektion, I've seen a new approach to threat management take shape. Instead of relying on signatures or static patterns, the most effective security strategies today are grounded in real-time behavioral intelligence: insights drawn directly from how software actually runs. This isn't just another incremental improvement in detection technology. It's a paradigm shift that's exposing entirely new categories of risk and enabling proactive identification of threats that would have remained invisible under conventional approaches. Most security tools today rely on what I call "signature thinking": the assumption that threats can be iden…  ( 10 min )

Check out this Pen I made!  ( 4 min )

Call of Duty Black Ops 7 tosses you into a near-future battlefield packed with cutting-edge gadgets, combat robots and slick cybernetic enhancements that redefine how you approach every firefight. Alongside a brand-new single-player campaign, you’ll dive into a sprawling, never-ending zombies map built for those late-night, brain-snacking sessions. Watch on YouTube  ( 5 min )

Dune: Awakening’s Chapter 2 update lands on September 10 for PC (Steam), packing the MMO RPG with fresh cosmetic items, new vehicles to race across Arrakis, and a continuation of the main story that’ll pull you deeper into the desert’s deadly intrigues. Alongside the free update, the paid Lost Harvest DLC drops extra love for your spice empire—think a whole new side story, building pieces to deck out your outpost, and more ways to wreak havoc in Funcom’s sand-scorched world. Watch on YouTube  ( 5 min )

Den of Wolves just unleashed its pre-alpha trailer at Into the Infinite 2025, teasing fast-paced, high-stakes heists in a gritty Midway City. Developed by 10 Chambers, this next-gen FPS shooter promises team-based mayhem, slick weaponry, and plenty of explosive set-pieces. For now, it’s PC only—so gear up, squad up, and get ready to plan the perfect score when Den of Wolves drops. Watch on YouTube  ( 5 min )

The new environment showcase trailer for Owlcat Games’ The Expanse: Osiris Reborn dives into the gritty sci-fi settings you’ll explore as a merc caught in a cosmic maelstrom. From derelict stations to bustling spaceports, every locale reflects the stakes of trying to keep your ragtag crew and battered ship afloat. As a third-person action RPG, Osiris Reborn hinges on player choice: you’re no legendarily virtuous hero, just someone trying to survive—and the decisions you make will ripple through your story. Mark your calendar: it lands on PC, Xbox Series X/S, and PS5. Watch on YouTube  ( 5 min )

Exoborne’s back with another tease of chaos: Sharkmob’s tactical open-world extraction shooter drops a new trailer showcasing Colton County’s brutal storm-swept landscapes, where every corner hides danger. Scavenge gear, suit up, and master the art of surviving in a world that never lets up. Ready to jump in? The second official playtest runs September 16–October 7, 2025. Sign up now on Steam and get your first taste of the storm. Watch on YouTube  ( 5 min )

Dying Light: The Beast – Welcome to Castor Woods Trailer Techland’s latest trailer drops you into the eerie forests of Castor Woods, where mutated horrors lurk at every turn. Sharpen your parkour and combat skills as you face savage new threats, unearth dark secrets, and unleash brutal takedowns in this fresh chapter of the Dying Light universe. Get ready to dive in on September 19, when Dying Light: The Beast prowls onto PS4, PS5, Xbox One, Xbox Series X|S, and PC. Don’t miss the terror! Watch on YouTube  ( 5 min )

Nikke, the popular mobile RPG shooter, has just dropped a teaser trailer for an official crossover with Resident Evil as part of its Into the Infinite 2025 event. The clip confirms that fans can expect a spooky mash-up of Nikke’s high-octane action and the horror series’ signature scares. While details are still under wraps, this collab is set to introduce horror-themed gear, new stages inspired by Resident Evil’s eerie locales, and plenty of monster encounters—all on your phone. Watch on YouTube  ( 5 min )

Ferocious drops you into a heart-pounding first-person shooter where refugee brothers San and Maung are shipwrecked on a monster-infested, prehistoric island while fleeing to Japan. When Manifesto, a ruthless corporation, snatches Maung, San must battle dinosaurs, deadly traps, and the elements to rescue his brother and uncover the island’s darkest secrets. Launching on PC, PlayStation 5, and Xbox Series X/S, Ferocious also offers a playable demo right now—so gear up and see if you’ve got what it takes to survive! Watch on YouTube  ( 5 min )

Hell Let Loose: Vietnam drops you right into the heat of the Vietnam War with massive 50v50 battles, letting you employ period-accurate weapons and tactics to tip the scales in your favor. Developed by Expression Games, it promises a gritty, authentic first-person shooter experience set against one of modern history’s most pivotal conflicts. Mark your calendars for 2026—Hell Let Loose: Vietnam is rolling out on PS5, Xbox Series X|S, and PC (via Steam and the Epic Games Store). Prepare to make history. Watch on YouTube  ( 5 min )

Guess what? Black Myth: Wukong is finally out on Xbox Series X|S, and its new launch trailer is a total showstopper – a gorgeously detailed action RPG steeped in Chinese mythology where you play the Destined One, hacking and slashing through methodical combat to uncover a forgotten past. Ready for an epic journey? Grab it now on Xbox Series X|S, PS5, and PC (Steam)! Watch on YouTube  ( 5 min )

Dread Meridian throws you into a bone-chilling 1930s Arctic expedition in search of your missing sister—unearth ancient secrets and battle horrific monsters in this VR horror adventure from Kukrgame. Grab your headset and get ready to confront unspeakable terrors solo or with friends across PC VR, Meta Quest 2, Quest 3, and Quest 3S when Dread Meridian drops. Watch on YouTube  ( 5 min )

Hell Is Us is Rogue Factor’s upcoming third-person action-adventure shooter that throws you back into your childhood hometown, now overrun by paranormal horrors, as you hunt for the parents who mysteriously vanished. Set against the backdrop of a raging war, you’ll blast through nightmarish enemies, solve twisted mysteries and piece together the shocking truth behind your family’s disappearance. Slated to launch on September 4 for PS5, Xbox Series X|S and PC (Steam). Watch on YouTube  ( 5 min )

Hello, I'm Shrijith Venkatramana. I’m building LiveReview, a private AI code review tool that runs on your LLM key (OpenAI, Gemini, etc.) with highly competitive pricing -- built for small teams. Do check it out and give it a try! If you're building AI tools or apps that let users tweak prompts for better results, you know it's a game-changer. But without checks, things can go sideways fast—like biased outputs or security holes. In this post, we'll dive into how to let users customize prompts while keeping everything safe and reliable. We'll cover the basics, risks, implementation steps, and plenty of code examples you can try out. Let's get into it. Prompt customization lets users adjust AI inputs to fit their specific tasks. For instance, in a chatbot app, a user might want to add detail…  ( 9 min )

Hi there! I'm Maneshwar. Currently, I’m building a private AI code review tool that runs on your LLM key (OpenAI, Gemini, etc.) with flat, no-seat pricing — designed for small teams. Check it out, if that’s your kind of thing. In object-oriented programming (OOP), one of the most common questions developers face is how to reuse code effectively. Traditionally, inheritance has been the go-to mechanism: a class extends another, reusing its methods and properties while adding or overriding behavior. But inheritance, while powerful, comes with pitfalls—tight coupling, rigid hierarchies, and difficulty in adapting to new requirements. To address these challenges, the principle of composition over inheritance has emerged as a cleaner, more flexible alternative. Inheritance allows classes to sh…  ( 8 min )

Did you know that Netflix has over 76,000 genres to categorize its movie and tv show database? I am sure this must be as shocking to you as this was to me when I read about it first. Genres, rather micro-genres, could be as granular as “Asian_English_Mother-Son-Love_1980.” This is the level of granularity to which Netflix has segmented its product offerings, which is movies and shows. I think the success of Netflix answers this question on its own. Netflix is considered to have one of the best recommendation engines. They even hosted a competition on Kaggle and offered a prize money of USD 1 million to the team beating their recommendation algorithm. This shows the sophistication and advanced capabilities developed by the company on its platform. This recommendation tool is nothing but a s…  ( 11 min )

This guide explains how to load your CPU to 100% to test cooling, thermal throttling, or stability. This will heat up your CPU significantly. Monitor temperatures with lm_sensors. Ensure your cooling system is working properly. Do not leave unattended. sudo pacman -Syu stress-ng lm_sensors stress-ng → main stress-testing tool lm_sensors → CPU temperature monitoring Set up sensors: sudo sensors-detect sensors stress-ng (recommended) Run all CPU cores at 100%: stress-ng --cpu 0 --cpu-method matrixprod --cpu 0 → use all cores --cpu-method matrixprod → heavy floating-point load Optional: stop automatically after 5 minutes: stress-ng --cpu 0 --cpu-method matrixprod --timeout 5m yes command (quick & dirty) Each yes > /dev/null & consumes one core: yes > /dev/null & yes > /dev/null & yes > /dev/null & yes > /dev/null & # Add one per CPU core Stop all processes with: killall yes If you have source code: make -j$(nproc) -j$(nproc) → uses all CPU cores watch -n 1 sensors Updates every second Check for thermal throttling warnings Ctrl + C if running in terminal killall stress-ng or killall yes for background processes  ( 5 min )

Cursor is an AI-powered code editor built as a fork of Visual Studio Code, bringing advanced AI capabilities directly into your coding workflow. If you're running Ubuntu or any Debian-based Linux distribution, this guide will walk you through the complete installation process. Ubuntu 22.04 or any Debian-based Linux distribution Terminal access with sudo privileges Basic familiarity with command-line operations First, visit cursor.com/downloads and download the Linux version. The download will be an AppImage file (approximately named Cursor-1.4.5-x86_64.AppImage). Navigate to your downloads directory and make the AppImage executable: chmod a+x Cursor-1.4.5-x86_64.AppImage Why this step? AppImage files need executable permissions to run. By default, downloaded files don't have execute permi…  ( 7 min )

Data engineering can feel like a never-ending task with old-school ETL (Extract, Transform, Load) processes; lots of manual work, mistakes, and time. But what if your data pipelines could run independently, fixing issues and adapting without you lifting a finger? That’s where AI agents come in for autonomous ETL. These AI tools are game-changers, potentially cutting maintenance costs by half and making things more reliable. Companies like Netflix and Airbnb are already proving this works. Let’s break it down with real examples and consider what’s next. What Are AI Agents in Data Engineering? Think about a typical ETL setup: you pull data from databases or APIs, tweak it with tools like Apache Spark or dbt, and load it into places like Snowflake or BigQuery. AI agents make this better by us…  ( 7 min )

The limits of LLMs are clear, and the criticisms are valid. They lack true reasoning, a genuine grasp of cause and effect, and often hallucinate. This sparks the great debate in AI: can we achieve AGI simply by scaling these models to unimaginable sizes, triggering a dramatic emergence of intelligence? Or do we need fundamentally new models capable of genuine reasoning and understanding reality? Perhaps the best way to view LLMs is as the Neanderthals of the AI world. Neanderthals were not primitive brutes; they were the apex of their era. They were intelligent, adaptable, and masters of their domain. Similarly, LLMs represent the peak of our current capabilities. Yet, Neanderthals were not the final form of humanity. They were eventually succeeded by Homo Sapiens, a species with superior abstract thought and planning. In the same way, LLMs, for all their power, are not the final form of AI. They will inevitably be succeeded by new models capable of the true reasoning and abstract planning they currently lack. And just as Neanderthal DNA lives on within us, the foundational principles of LLMs will forever be part of AGI's architecture. Ultimately, LLMs are not the destination. They are the inevitable path, the absolute foundation, and the necessary ancestor on the journey to AGI. We must pass through their era to reach our own Homo Sapiens.  ( 5 min )

Every major productivity leap in software—from Rails and React to containerization—created a competitive edge for teams that adopted early. Now, AI is the next leap. The gap between developers who embrace it and those who resist it will be wider than anything we’ve seen before. ⸻ The New Baseline AI fluency is quickly becoming a baseline skill, not a “nice to have.” A senior engineer fluent with AI tools can prototype, validate, and pivot at a pace that a full team needed five years ago. That isn’t just about writing code faster—it’s about thinking faster. ⸻ The Four Force Multipliers 1 - Explore Solutions Faster AI helps rapidly generate and compare architectural patterns, visualize trade-offs, and mock test scenarios—all before writing a single line of …  ( 6 min )

As a backend engineer, my goal isn't just to build features that work, but to make them fast and scalable. One of the most frequent performance issues I've encountered and one I see a lot of developers run into is the N+1 query problem. It's a subtle bug that can cripple an application's performance. In this post, I'll break down what this problem is, show you its real-world impact from my own experience, and walk you through the exact solution I use with Go and SQL. Let me set the scene with an example I ran into while working on an e-commerce application. I was building a feature to display a user's order history. Each order was tied to a specific product. My initial code fetched the user's 50 most recent orders. Then, to get the product name for each order, my code made another database…  ( 8 min )

Coding is not just about writing syntax and fixing bugs. For me, it’s also about storytelling — turning ideas into experiences and giving logic a narrative form. Whether it’s building a website, designing an interface, or writing content, I see coding as a creative medium just like art or writing. Coding as a Narrative Each function feels like a chapter with a defined purpose. Variables act like characters, carrying information through the story. Debugging introduces plot twists, forcing us to rethink the journey. The final program is the ending, bringing satisfaction when everything clicks. Where Storytelling Shapes Tech designing and editing on platforms like Canva, where visuals carried the story. Later, as I moved into web development, I discovered that coding too can be a powerful form of storytelling — one that combines creativity with interactivity. Why This Blend Matters Helps build user-focused experiences instead of plain functionality. Makes complex technical ideas easier to explain and teach. Brings creativity into problem-solving and design thinking. Conclusion connection. One connects machines with logic, while the other connects humans with meaning. Bringing them together is what makes digital experiences not just functional, but truly impactful.  ( 5 min )

Introduction Consensus algorithms are the backbone of distributed systems, enabling multiple nodes to agree on a single state despite failures or network issues. In technical interviews, questions about consensus algorithms like Raft or Paxos test your understanding of distributed systems’ reliability and coordination. These algorithms are critical for systems requiring strong consistency, such as distributed databases or leader election. This post explores consensus algorithms, focusing on Raft, and equips you to handle related interview questions with confidence. A consensus algorithm ensures that a group of nodes in a distributed system agrees on a single value or state, even if some nodes fail or messages are lost. This is crucial for maintaining consistency in systems like distribut…  ( 7 min )

Today I explored SQL Joins – one of the most important concepts in relational databases and also practiced with some coding problems on HackerRank. INNER JOIN → Returns only the matching rows from both tables. LEFT JOIN → Returns all rows from the left table + matched rows from the right table. RIGHT JOIN → Returns all rows from the right table + matched rows from the left table. FULL JOIN (or OUTER JOIN) → Returns all rows when there is a match in one of the tables. Among these, the most commonly used is the INNER JOIN. Let’s say we have two tables: movies movie_id movie_name 1 Ghajini 2 Singam 3 Kaakha Kaakha actors actor_id actor_name 1 Surya 2 Asin 3 Jyothika movie_actors movie_id actor_id 1 1 1 2 3 1 3 3 SELECT m.movie_name, a.actor_name FROM movies m INNER JOIN movie_actors ma ON m.movie_id = ma.movie_id INNER JOIN actors a ON ma.actor_id = a.actor_id; movie_name actor_name Ghajini Surya Ghajini Asin Kaakha Kaakha Surya Kaakha Kaakha Jyothika  ( 5 min )

This guide walks you through creating a new Angular application and deploying it to Cloudflare Pages using automated GitHub Actions. Angular App Name: angular-cloudflare-demo-app Cloudflare Project: angular-cloudflare-demo-app GitHub Repository: angular-cloudflare-demo-app Live URL: https://angular-cloudflare-demo-app.pages.dev Prerequisites Node.js installed locally GitHub account Cloudflare account (free) # Install Angular CLI globally npm install -g @angular/cli # Verify installation ng version # Create new Angular application ng new angular-cloudflare-demo-app # You'll be prompted with options: # ? Which stylesheet format would you like to use? CSS [ https://developer.mozilla.org/docs/Web/CSS] # ? Do you want to enable Server-Side Rendering (SSR) and Static Site…  ( 7 min )

Nobody believes that this universal key won’t be used against them, that it won’t be misused, or that they can keep it safe from any bad actor making a copy. But why am I telling you this? At this very moment, the European Union (of which I am generally fond) is currently proposing a universal key/backdoor/surveillance for everything we will ever send through our digital channels. Every message, every image, every file should be scanned - without our consent. Let me reiterate on my example with a universal key. Imagine a government official/politician pushing for a new problematic keyword to be added to their local language pack or something. But he might have an agenda other than child protection (which is the official argument for all of this); it might be to track people with different …  ( 6 min )

My Story with ALX When I think about my ALX journey, one word comes to mind: transformation. I still remember the first time I signed up for ALX. At that moment, my goal was clear — I wanted to become a Virtual Assistant. I was eager to learn how to support busy professionals, manage schedules, handle communications, and create order in the middle of chaos. Those months as a VA learner shaped me more than I expected. I learned how to manage my time, stay accountable, and adapt to fast-paced environments. More importantly, I learned the value of community — how asking questions, helping others, and sharing experiences made the journey lighter and more rewarding. But something interesting happened along the way. The more I interacted with the ALX community, the more I became curious about what was possible beyond Virtual Assistance. That’s when I discovered Frontend Development. At first, the thought was intimidating. Me? Writing code? It felt far from my background. But ALX has a way of pushing you to dream bigger than your fears. And so, I took the leap. Now, I am walking a new path as part of the ALX Software Engineering program. Learning frontend development has been challenging, no doubt — there are moments when the code doesn’t work, when I feel stuck, and when giving up feels easier. But each time, I remind myself of the same lessons I learned as a VA: Ask for help. Stay consistent. See failure as feedback. Trust the process. In many ways, ALX has become more than just an education platform for me. It’s a community of growth. A place where you don’t just learn skills — you learn how to reinvent yourself. Today, I proudly say: This journey is still unfolding, but I know one thing for sure: with ALX, growth never stops. ALX_SE #ALX_FE #ALXJourney #ALX_Africa #GrowthMindset  ( 6 min )

There have been years of investigation into automated systems for everything from aircraft, weapon systems and unmanned drones to automobiles. Despite the millions, if not billions, of dollars invested and claims made by some electric vehicle manufactures, the day of fully-automated (aka self-driving) cars is a long way off. I would argue that handing over the responsibility for developing the systems on which our society (our civilisation) is so reliant, is an exceptionally dangerous strategy. Far more dangerous than streets full of driver-less vehicles, yet we seem to be determined to hand over this vital responsibility, according to some big businesses. Call them Software Developers or Software Engineers, it makes little difference if the AI hype is to be believed and all our jobs are a…  ( 7 min )

JavaScript isn’t just a programming language — it’s the reason our websites dance, pop, and feel alive ✨. Let’s take a quick trip through its amazing history, with a sprinkle of fun emojis along the way! 🚀 A genius named Brendan Eich at Netscape created it in just 10 days 😲. First called Mocha, then LiveScript, and finally JavaScript (marketing trick to ride on Java’s fame ☕➡️📜). Shipped inside Netscape Navigator 2 🧭. ⚔️ 1996–1999: The Browser Wars Microsoft said, “Hey, we want that too!” and made JScript for Internet Explorer 🪟. To stop chaos, the language got standardized as ECMAScript (ES). ES3 (1999) became the solid base version most people used 💪. 💻 2000–2006: The Web Gets Dynamic People started doing “DHTML” (Dynamic HTML) 😅 — mess…  ( 6 min )

Have you ever wondered how your browser knows where to find www.dev.to? Imagine you want to send a letter to "www.dev.to" Root DNS Server = Central Postal Director This is like India’s central postal directory. It doesn’t know where dev.to lives, but it knows: "For .to domains, talk to the .to postal hub." Just like the central system knows: TLD Server = Regional Postal Hub (like .to Office) Authoritative DNS Server = Local Post Office "www.dev.to lives at 192.0.2.1". That’s the IP your browser needs to load the site.  ( 5 min )

National Treasures: Where America’s Historical Artifacts Are Being Preserved (Well … For Now) takes you behind the scenes at the National Park Service’s Conservation Lab in Harpers Ferry, West Virginia—where a canceled lease (now extended for just one more year) threatens its future. Post-grad fellows Maeve O’Shea (textiles) and Daisy Greenwell (objects) team up with Adam Savage to revive a tattered 1860s flag from the Gettysburg Foundation, walking us through the mysteries of its condition and the science of bringing it back to life. Want to keep more treasures safe? Support the lab by visiting national parks, writing your representatives to back the NPS and its conservation work, or donating to the National Park Conservation Association. For more fascinating dives into history and science, subscribe to Tested! Watch on YouTube  ( 5 min )

It’s 3AM. PagerDuty is screaming. A Sev-1 ticket just dropped in my inbox. My heart pounds, eyes half open, facing a production system that's on fire. I am alone, and it doesn't look well to call anyone else. I start scrambling—running htop, checking dmesg, tailing random logs. The pressure mounts with every passing minute. The obvious metric Mean Time To Resolution (MTTR) is ticking up, and so is your blood pressure. This chaotic, "shot-in-the-dark" debugging process is broken. It burns out engineers and costs companies a fortune. But what if you had an expert DevOps architect sitting next to you, guiding you step-by-step, even at 3 AM? Meet Your AI DevOps Co-Pilot 🤖 I've been refining a prompt that transforms a standard LLM (like Gemini or ChatGPT) into a world-class on-call buddy. It'…  ( 7 min )

The Most Important GPU Review of the Year (serious) Nvidia quietly rolled out the RTX 5050—destined for bargain-bin prebuilts everywhere—and gave reviewers almost zero lead time. Linus walks through 1080p and 1440p gaming tests, frame-generation and latency benchmarks, plus a healthy dose of real-world creator and AI workloads to see if this entry-level part can actually deliver. Spoiler: performance is underwhelming for gamers, and Nvidia’s marketing around “5050” only adds confusion. If you’re buying on price, it might make sense in ultra-cheap systems, but value-seekers and content creators will want to look elsewhere. Watch on YouTube  ( 5 min )

https://youtube.com/shorts/-SzPdzoeviA Even great diagrams can’t stop a project from going off track. Without structure, they’re just boxes. Still, many people believe architecture is only about making diagrams. The truth is, architecture is a repeatable practice that aligns people and delivers results. Diagrams are just one part of the work. Skip aligning objectives or defining scope, and you risk misaligned execution. That means blown budgets, missed deadlines, and frustrated teams. I’ve seen it happen — one project had a beautiful architecture map but still failed because critical dependencies were ignored and integration broke down. QTAM changes that. It gets everyone aligned fast, defines scope clearly, and produces deliverables that guide execution — cutting waste, avoiding delays, and driving better outcomes. 👉 Start here — https://qtam.morin.io/  ( 5 min )

Google’s Pixel 10 lineup has officially landed—think flagship power wrapped in that classic Pixel vibe, plus a neat magnetic twist for accessories that MKBHD can’t stop raving about. Alongside the standard Pixel 10, you’ve got the souped-up Pro and the jaw-dropping Fold variant ready to flex their camera and performance chops. Want in on a deal? Bundle a Prism 2.0 and Ghost case for 42% off with code MKBHD at dbrand, and grab your Pixel 10, 10 Pro, or 10 Pro XL via the shared links. If you’re feeling extra, check out MKBHD merch or jam to Jordyn Edmonds’ intro track—socials and all the deets live in the vid description! Watch on YouTube  ( 5 min )

Watch on YouTube  ( 5 min )

Building fast, responsive React applications goes beyond writing functional code but also includes ensuring it performs optimally. Users expect pages to load instantly, scroll smoothly, and respond without lag, no matter how complex the app becomes. However, as React apps grow, bundle sizes increase, components re-render unnecessarily, and heavy lists slow down performance. The good news is that React provides multiple powerful optimization techniques that keep apps snappy while maintaining clean, modern code. The first step toward faster apps starts before the browser even runs your code: the size of the bundle itself. If your JavaScript bundle is bloated, performance issues appear before your app has a chance to load. That's where bundle optimization comes in. When you run a build, too…  ( 10 min )

Absolute Zero - What is Contextual Prompting? Let's ground ourselves. At its core, Contextual Prompting is the practice of providing an AI system with comprehensive background information, situational details, and relevant parameters before you even make your specific request. It's the difference between asking "Write an email" and giving your LLM a meticulously crafted brief that details the target audience, brand voice, campaign objectives, industry context, and desired outcomes. Modern LLMs, despite their intelligence, lack the inherent implicit knowledge and contextual awareness that humans take for granted. When I tell my colleague, "Summarize that meeting," they instantly know: Which meeting Who the summary is for What level of detail is needed Why they're summarizing it …based on …  ( 9 min )

Database nima? Database (ma’lumotlar bazasi) — bu ma’lumotlarni saqlash, boshqarish va qayta ishlash uchun joy. Masalan, telefoningizdagi kontaktlar ro‘yxati ham kichik ma’lumotlar bazasi. Internet-do‘kon saytida esa foydalanuvchilar, buyurtmalar, mahsulotlar — hammasi ma’lumotlar bazasida saqlanadi. 👉 Demak, database = katta elektron daftar. RDBMS nima? RDBMS (Relational Database Management System) — bu relatsion ma’lumotlar bazasi boshqaruv tizimi. Relatsion degani = ma’lumotlar jadval (table) ko‘rinishida saqlanadi. Har bir jadvalda qator (row) va ustun (column) bo‘ladi. Id Name Age 1 Ali 20 2 Dilnoz 22 RDBMS misollari: SQL Server, PostgreSQL, MySQL, Oracle. Jadval ko‘rinishida (rows, columns) saqlanadi. Qattiq struktura (schema) bo‘ladi. Kuchli JOIN va transaction qo‘llab-quvvatlaydi. Misollar: SQL Server, PostgreSQL, MySQL. NoSQL Jadval emas, balki hujjat, kalit-qiymat, grafik kabi formatlarda saqlaydi. Qattiq schema yo‘q → moslashuvchan. Juda katta hajmdagi ma’lumotlarda (Big Data) yaxshi ishlaydi. Misollar: MongoDB (document), Redis (key-value). 👉 Esda qolarli: SQL = an’anaviy daftar (qatordan-ustunlardan iborat) NoSQL = shaxsiy daftar (kim qanday yozsa, shunday turadi) Xususiyat SQL (RDBMS) NoSQL Ma’lumot formati Jadval (rows va columns) Hujjat, kalit-qiymat, grafik, columnar Schema Qattiq (oldindan belgilangan) Moslashuvchan (schema-less) Moslik Murakkab JOIN va transaction’lar Katta hajm, tezkor va kengayuvchan Kengayish Vertical scaling (serverni kuchaytirish) Horizontal scaling (ko‘p server qo‘shish) Qo‘llanish sohasi An’anaviy ilovalar, moliya, ERP, CRM Big Data, real-time analytics, IoT Misollar SQL Server, PostgreSQL, MySQL, Oracle MongoDB, Redis, Cassandra, Neo4j  ( 5 min )

A post by Abishek  ( 5 min )

The Composite Pattern belongs to the Structural category of design patterns. treat individual objects and groups of objects uniformly, by organizing them into a tree like hierarchy. Think about a Company Org Chart. An Employee can be a individual contributor. A Manager is also an employee, but they can have multiple employees reporting to them. Now, when their details are needed in order to distribute festive coupons, you don’t want different logic for developers and managers. You would just want to call the same method, and the right thing should happen. This is exactly what the Composite Pattern does in code. It lets you work with single objects (referred as leaves) and collections of objects (referred as composites) through a common interface. Suppose you are building a file explorer ap…  ( 7 min )

Hi everyone 👋 I’m a full-stack web developer exploring WebAR with react-three-fiber (R3F) and would love some advice. My first project is to create an info wall for an exhibition, where users can hover over images to see more information. Later, I’d like to expand into more WebAR projects using the same tech stack, possibly integrating a headless CMS. From my research, the AR frameworks that seem best suited for my use case are: MindAR: seems solid for image tracking and works well with web apps. But it's not easy to integrate it into R3F. XR engines: ZappAR and 8th Wall – powerful, but expensive and I’d like to stay independent. Other options: AR.js: seems outdated and largely replaced by MindAR. react-three/xr: looks great for VR/HMD (Quest, etc.), but not focused on image tracking. My goal is to combine R3F with an image-tracking AR solution. I tried react-three-mind, but it didn’t work well for my project and is quite slow. I tried to integrate MindAR by myself but It's quite tricky, so I wanted to ask if there is a better solution? 👉 Has anyone here successfully built a React + R3F + AR app with image tracking or other ideas? Any pointers on tutorials, boilerplates, or best practices for React-based WebAR applications would be hugely appreciated 🙏😊 Thanks in advance!  ( 5 min )

Decoding the Secrets of Your Machine Learning Model: Confusion Matrices, ROC Curves, and AUC Dev Patel ・ Aug 18 #machinelearning #python #datascience #ai  ( 5 min )

A very common CI/CD pattern for frontend apps is: build in CI and deploy to production automatically when the code reaches main. short and reliable GitHub Actions workflow that: downloads your project's configuration and variables from Vercel, builds the app in CI, and deploys the already built artifacts to production. In this article, we'll walk through it step by step and I'll give you some tips to help you understand what each line does. Every time there is a push to main, the following should be executed: Pull config from Vercel (includes production environment variables). Reproducible build in CI. Deploy that artifact (without rebuilding in Vercel). This will give you predictable deployments that are easy to audit and debug. name: Vercel PRO deployment on: push: branches: …  ( 7 min )

Most solo founders eventually hit the same wall: Sure, you can install Google Analytics or some other heavy library, but in my case, I didn’t want the weight, the complexity or the setup. I just wanted something lightweight drop a script tag on my landing page and instantly know: who visited where they came from and whether they converted. So I did the thing every indie hacker tells themselves they’ll never do, I rolled my own tracking script in vanilla JS. Spoiler: it worked, but I made a lot of mistakes along the way. Here are some dos and don’ts that would have saved me hours if I knew them earlier. The beauty of writing a vanilla JS tracking script is that you can keep it under a few kilobytes. No need for 100KB+ analytics libraries. A basic visitor tracking snippet only needs to: grab…  ( 7 min )

Automating the software delivery process is a cornerstone of modern DevOps. Today, I'm sharing my journey of building a complete CI/CD pipeline for a Python Flask application using Jenkins and Docker. This post will walk you through the stages, the code, and—most importantly—the real-world challenges I faced and solved, especially as a Windows user. If you've ever wanted to automate the process of building, testing, and deploying your Python apps, this one's for you! The objective was to create a Jenkins pipeline that automatically takes the Python source code from a Git repository and pushes a runnable Docker container to a registry. Here’s a look at the final pipeline structure in the Jenkins Blue Ocean view. It shows several failed attempts leading to a final, glorious success (Build #9…  ( 8 min )

eMark - PDF Signing Application 📝 Overview eMark is a robust, cross-platform desktop application for digitally signing PDF documents with support for multiple signing methods. It provides a user-friendly interface for secure document signing while maintaining the highest security standards. Multiple Signing Methods Windows Certificate Store integration PKCS#11/HSM support (multi-device support) PFX/PKCS#12 file support Cross-Platform Support Executable JAR works on Windows, macOS, and Linux Native installers available for: Windows (.exe) Linux Ubuntu/Debian (.deb) macOS installer coming soon 🚀 Consistent UI experience across platforms Advanced Security Support for hardware security modules (HSM) Timestamping support Password-protected PDF support LTV (Lightweight Tr…  ( 7 min )

Every journey begins with a spark of curiosity. Mine started when I was in 3rd standard—a time when computers weren’t in every household, and just owning one felt like a luxury. 🌱 The First Encounter One of my dad’s friends bought a computer for his son and invited us over to see it. I still remember walking into their home and staring at the glowing screen, watching videos and games run on it. To me, it felt like magic. In that moment, I thought: Out of pure excitement, I turned to my dad and said, “I want one too.” Within just a few days, a computer arrived at my home. This was 2015, and that moment changed the direction of my life. 🎮 Games, Studies, and First Lessons Like any kid, I started with games. But my dad constantly reminded me: Slowly, I balanced play with learning. Dad himse…  ( 7 min )

Understanding Spatial Data and Oracle Spatial Studio: A Developer's Guide What is Spatial Data? 🌍 Spatial data is all about location and spatial relationships. It's the foundation that helps us identify patterns, determine relationships, and understand correlations in our world through geographic context. Spatial data specifies real-world locations and encompasses various data sources: GPS coordinates - Precise latitude and longitude positions Addresses - Street addresses and postal locations Sensor readings - IoT devices and environmental sensors Commercial map data - Third-party mapping services Satellite imagery - High-resolution earth observation data Sensor-based models - LIDAR, radar, and other remote sensing technologies The four primary spatial data types include: P…  ( 6 min )

TL;DR Step-Back Prompting asks an LLM to abstract a problem (produce a higher-level question or list of principles) before solving it. That two-stage approach — abstraction → reasoning — often yields more reliable answers for multi-step, knowledge-intensive tasks. Use it selectively: it costs extra tokens and latency, so benchmark and combine with retrieval when necessary. LLM: a token-predicting neural model (GPT-family, Claude, etc.). Token: a chunk of text used by the model. Prompt: the input/instructions you give the model. Step-Back Prompting: generate a step-back question or principle list first, then use that as grounding for the final answer. Note: Be precise — many real-world failures come from ambiguous prompts. Step-Back reduces ambiguity by forcing a model to surface the rele…  ( 11 min )

In the midst of the COVID-19 pandemic in March 2020, Sree Krishna Seelam, a visionary social entrepreneur, launched WeDidIT Foundation, a youth-centric non-profit based in Vijayawada, India. Despite starting with just seven volunteers operating from a residence within a containment zone, WeDidIT experienced explosive growth. This remarkable progress culminated in WeDidIT being honored with the Economic Times Award for Excellence in Social Entrepreneurship in 2021—a testament to its lasting impact . WeDidIT's ethos is deeply rooted in the belief that volunteering is not just an act of service but a path to personal transformation and leadership. During the pandemic lockdown, volunteers were encouraged to feed birds or animals at home, share photos on social media, and tag friends—creating a ripple effect of simple acts of kindness . Another notable initiative involved youth interviewing senior citizens (75+) in their circles, compiling responses and videos. These intergenerational exchanges fostered empathy, wisdom, and strengthened bonds between generations . Beyond localized projects, WeDidIT aligns with the United Nations Sustainable Development Goals—addressing issues such as No Poverty, Quality Education, Gender Equality, Clean Water and Sanitation, and Climate Action, among others . The foundation’s deeper mission is to cultivate volunteers into empathetic, purpose-driven leaders who carry the spirit of service beyond any single initiative . With the rallying cry, “To leave this planet a better place than it was before we arrived,” WeDidIT extends an open invitation to individuals of all walks of life—students, professionals, artists, and activists—to join a movement rooted not in perfection, but in shared humanity and purposeful action.  ( 6 min )

Frank, Senior Electronics Engineer, USA As a senior electronics engineer, I have witnessed firsthand the evolution of printed circuit boards (PCBs) from rigid substrates to increasingly flexible and adaptable forms. Flexible PCBs, or flex PCBs, represent a significant technological advancement that addresses the growing demands of modern electronics for compact, lightweight, and durable interconnections.  In this article, I aim to explore the materials, benefits, design considerations, and diverse applications of flexible PCBs, sharing insights from both research and practical use cases in the electronics industry. Flexible PCBs mainly use polyimide as the base material, renowned for its excellent thermal stability, mechanical flexibility, and electrical insulation properties.  The primar…  ( 7 min )

Adam Savage Goes Behind the Scenes at the NPS Conservation Lab Adam Savage drops in on the National Park Service’s museum conservation lab at Harpers Ferry, WV, where textile fellow Maeve O’Shea and objects fellow Daisy Greenwell walk him through the painstaking restoration of an 1860s flag. From unraveling its colorful (and mysterious) history to stabilizing fragile fibers, you’ll get a hands-on look at how the team preserves everything from textiles and paper to wood, metal, leather and even plastic artifacts from parks all over the U.S. Heads up: the lab’s lease was canceled (yes, by Doge!) and only just got a one-year extension, so its future hangs in the balance. If you want to help keep these preservation heroes in action, plan a park visit, drop a line to your representatives, or chip in via the National Park Conservation Association. Watch on YouTube  ( 5 min )

🎓 College Database Management System – Oracle LiveSQL This project demonstrates how to design and query a simple College Database using Oracle SQL on LiveSQL Schema Design We define four tables: Faculty – stores teacher details. Students – student records with department, DOB, email & phone. Courses – subject details with credits (1–5 only). Enrollments – junction table mapping students ↔ courses with grades. CREATE TABLE Faculty ( CREATE TABLE Students ( CREATE TABLE Courses ( CREATE TABLE Enrollments ( ✅ Here we use PRIMARY KEY, UNIQUE, and CHECK constraints to ensure data integrity. Inserting Data We add sample students, courses, and enrollments. -- Students arjun@college.com', 9876543210); meera@college.com', 9876543211); rahul@college.com', 9876543212); -- Courses -- Enrollments Queries Now, let’s explore the data. a) String Functions & Aggregates 👉 Converts names to uppercase & shows email length. SELECT AVG(Credits) AS AvgCredits, (SELECT COUNT(*) FROM Students) AS TotalStudents 👉 Finds average course credits & total number of students. b) Joins 👉 Displays each student with their enrolled course and grade. c) Group By + Having ) AS StudentCount ) > 0; 👉 Shows number of students per department (only departments with students). Views CREATE OR REPLACE VIEW StudentCoursesView AS SELECT s.Name, c.CourseName, e.Grade FROM Students s JOIN Enrollments e ON s.StudentID = e.StudentID JOIN Courses c ON e.CourseID = c.CourseID; 👉 A view gives a reusable query showing student ↔ course ↔ grade. Stored Procedure CREATE OR REPLACE PROCEDURE UpdateGrade( p_StudentID IN NUMBER, p_CourseID IN NUMBER, p_NewGrade IN CHAR ) AS BEGIN UPDATE Enrollments SET Grade = p_NewGrade WHERE StudentID = p_StudentID AND CourseID = p_CourseID; COMMIT; END; 👉 Procedure to update a student’s grade in a course easily. ✅ Conclusion This LiveSQL use case covers: A neat mini College Database Management System! 🚀  ( 6 min )

Venna – Wind Walker Freestyle | A COLORS ENCORE South London saxophonist-producer Venna hops back on the COLORS stage to drop an in-the-moment “Wind Walker” freestyle, building on the magnetic vibes of his earlier track “My Way.” Expect smooth, soulful sax lines over a stripped-back, high-contrast backdrop that lets every note shine. COLORSxSTUDIOS is all about putting fresh talent front and center—no frills, just raw artistry. Dive into the stream, catch their 24/7 livestream, or explore curated playlists to keep the groove rolling. Watch on YouTube  ( 5 min )

Barrington Levy Live on KEXP Barrington Levy tore it up in the KEXP studio on June 12, 2025, delivering four reggae classics—“A FI YUH,” “Too Experienced,” “Black Roses” and “Here I Come”—in an intimate live session. His signature vocals were locked tight with Jamey “Zebbie” DeKofsky on drums, Ray “Blunt” Myrie on bass, Steve Verhault on guitar and George Hughes Jr. on keys. Hosted by Mike Ramos and captured by cameras from Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht, the vibe was dialed in by audio engineer Kevin Suggs, guest mixer Fabian Cooke and mastering wiz Julian Martlew, then stitched together by editor Scott Holpainen. For more reggae goodness, cruise over to barringtonlevy.com or kexp.org—and don’t forget to join the channel for extra perks! Watch on YouTube  ( 5 min )

Level up your social media game with carousel posts! This InDesign tutorial shows you how to break down event details or tell a story across multiple slides, keeping each frame clear, impactful, and scroll-stopping. You’ll learn doc setup, grid creation, cropping for Instagram’s feed, and how to work with type, images, color and structural elements to build a seamless multi-slide experience. What’s inside? Timestamps guide you from the initial setup (00:06:21) through styling (01:02:02) to exporting (01:03:29). Grab the downloadable project folder and PDF, then join the GDS Design School community on Discord for feedback, challenges, and extra inspo. Perfect for anyone who wants fast, fuss-free carousel posts ready to upload. Watch on YouTube  ( 5 min )

LEGO Batman: Legacy of the Dark Knight at gamescom 2025 drops you into a pre-alpha mission where you switch between Batman and Commissioner Gordon, tackle quirky bear-themed puzzles and brawl through guards in classic brick-busting fashion. You’ll shut down a villain’s machine, dash across giant gaps, dodge rockets and chase after Red Hood—all wrapped up in a playful LEGO twist with an epic cinematic finale. Watch on YouTube  ( 5 min )

Grounded 2 Update Highlights In the upcoming Xbox @ gamescom 2025 showcase, Grounded 2 lets you and your friends shrink down for a backyard survival adventure—complete with a new ladybug mount and a massive tarantula boss named Axle. Scavenge resources to build epic bases, cruise the lawn in a rugged buggy, and team up or go it alone in this single- and multi-player bug-sized world. Watch on YouTube  ( 5 min )

Triangle Strategy’s PS5 and Xbox Series X|S launch trailer is here, flaunting its signature HD-2D art style and deep, turn-based tactical combat. Set on the war-torn continent of Norzelia, you’ll lead your heroes through moral dilemmas and epic battles as they struggle to bring hope to a world on the brink. Already available on Nintendo Switch, Meta Quest, and PC (Steam), this Square Enix RPG now shines on next-gen consoles with sharper visuals and even more strategic depth. Ready your wits and your weapons—adventure awaits! Watch on YouTube  ( 5 min )

Implementing MCP on Edge Devices Om Shree ・ Aug 20 #programming #ai #machinelearning #discuss  ( 5 min )

My fellow contributor @ehuelsmann did the heavy lifting of yet another bug fix release of the Perl distribution: Workflow. GitHub perl-workflow release 2.06 The bugs was found by @ehuelsmann himself, as he uses Workflow in another application he is working on and as use and use-cases get expanded, bug sometimes appear, bugs that would go unnoticed if the code was not used and evaluated. That is why we cherish users and contributors and users who are also contributors, which is common in open source. @ehuelsmann is already hard a work on 2.07, more information as the release gets shipped to CPAN. Here follows the change log for the bug fix release. 2.06 2025-08-12 bug fix release, update not required Autorun triggered upon workflow creation invoking non-existent method, PR #258 Observers not notified of events triggered by autorun initial actions, issue #259 Remove duplicated POD section from YAML config module, PR #255 Missing 'autorun' value in 'completed' event, issue #257 Clarified documentation and release notes on event changes between 1.62 and 2.x, issue #257  ( 5 min )

Building effective AI products isn't just about having access to powerful language models—it's about implementing the right design patterns that bridge the gap between AI capabilities and user needs. Whether you're developing a coding assistant, content generator, or analytical tool, these seven patterns will help you create AI experiences that users actually want to use. The Restating pattern addresses one of the most common friction points in AI interactions: miscommunication. Instead of immediately executing a request, the AI explicitly states what it understood from the user's input. Why it works: LLMs excel at filling gaps and correcting imprecise human input by leveraging conversational context. By restating before acting, you eliminate confusion and prevent costly mistakes. Implemen…  ( 9 min )

If you’ve ever sat through a Sprint Planning that dragged on for hours, you know the pain. Teams get stuck in endless discussions, debates over estimates, or worse—planning the entire sprint down to the smallest detail. After facilitating 100+ Sprint Plannings as a Scrum Master, I’ve seen these mistakes over and over. And I’ve also found a few reliable ways to keep things on track. Sprint Planning isn’t about solving every problem before the sprint starts. It’s about answering three core questions: Why is this Sprint valuable? What can be done this Sprint? How will the chosen work get done? If you’re doing anything more than that, you’re probably wasting time. Here are the most common pitfalls I’ve seen: The backlog isn’t ready. The team wastes time trying to clarify vague …  ( 7 min )

Few foods have captured the hearts (and appetites) of people around the world quite like pepperoni. Known for its smoky, spicy, and savory flavor, pepperoni has become a staple ingredient in everything from pizzas to sandwiches, pastas, and party platters. Its bold taste and versatility make it a favorite for both casual meals and gourmet creations. Pepperoni traces its roots back to Italian-American cuisine, where it was crafted as a variation of traditional cured salamis. Over the years, it has grown into one of the most recognizable and widely used toppings in modern cooking—especially as the star of countless pizzas enjoyed worldwide. Unlike many other cured meats, pepperoni strikes a unique balance between heat and richness. Its seasoning blend, typically featuring paprika, garlic, and chili, gives it a distinctive flavor profile. This makes it not only delicious on its own, but also the perfect ingredient to complement cheese, bread, pasta, and even salads. While pizza may be its most famous use, pepperoni’s versatility stretches far beyond. It can be added to breakfast omelets, folded into sandwiches, tossed into pasta dishes, or paired with cheeses on a charcuterie board. Its ability to fit into so many different meals is part of what keeps it popular across cultures and generations. Pepperoni has earned its status as a timeless classic, offering a perfect mix of spice, flavor, and convenience. Whether you’re cooking a family dinner, preparing snacks for friends, or just craving a bold bite, pepperoni is always a winning choice.  ( 6 min )

Web engagement used to revolve around the click. Companies built entire growth strategies around search traffic, SEO rankings, and paid campaigns designed to drive user action. But that model is eroding quickly. AI-native browsers like Comet and ChatGPT are changing the rules. They go beyond summarizing information. They can pull answers, move through pages, and finish tasks before the user ever has to click a link. The fundamentals of digital interaction are being rewritten. Business leaders need to respond with systems that make sense in this new environment. Delegation is Replacing Discovery The shift is already underway. Where browsing was once a manual, tab-driven process, AI browsers now handle that workload. Comet, built by Perplexity, is the most advanced version on the market. …  ( 8 min )

Mixed Poll Types Demo (With text input) Which development practices do you follow? (Select all that apply) Rate your satisfaction with your current development tools 1 2 3 4 5 What's the biggest challenge you face in your development workflow? What is your primary development environment? Next → Thank you for completing the survey!  ( 8 min )

A post by Kevin Asutton  ( 5 min )

Functions are the beating heart of JavaScript. They let us organize code, reuse logic, and build anything from small utilities to giant frameworks. But what really makes functions flexible are their parameters. These little guys decide how our functions receive input and how dynamic they can become. In this deep dive, we’ll explore everything about parameters and arguments in JavaScript. Buckle up, because by the end, you’ll be handling function parameters like a pro magician pulling endless tricks from a hat! Let’s clear the confusion first. Parameters are the names listed in the function definition. Arguments are the actual values you pass when you call the function. function greet(name) { // 'name' is a parameter console.log("Hello, " + name); } greet("Alice"); // "Alice" is an a…  ( 8 min )

I’m taking a gap year and my goal is to get a junior back-end position. I recently completed the CodeCademy Back-end Developer Course. To find out the standards for a back-end developer, I read stories and articles and what I commonly found were: Active GitHub profile (daily commits) Well-structured and documented programs (modular & uses Swagger Docs) Projects that are specific to my skill set (back-end would be APIs, server-side logic, databases, etc.) To implement this, I've planned out my year: Weekly mini-tasks to strengthen back-end skills Midyear project which compiles skills learned A capstone project Job prep for internships/junior position This is a fairly simple plan and I would love to hear input & feedback from the community about this plan. 👉 What other standards stuck with you that helped you get the job? Any stories, tips, or help is much appreciated.  ( 5 min )

In the previous lesson, we set up our Kotlin learning environment and completed our first program. This lesson will delve into the core of Kotlin's basic syntax—variables, data types, and operators. These form the foundation of any programming language, and mastering them will enable you to write functional code, laying the groundwork for learning concepts like functions and classes in subsequent lessons. Variables and constants are basic units for storing data. Kotlin makes a strict distinction between "mutability" and "immutability," which is an important difference from other languages like Python. In Kotlin, variables are declared using var and val, with the key difference being whether they can be reassigned: var (short for variable): Declares a mutable variable that can be reassign…  ( 14 min )

Link to room: https://tryhackme.com/room/boogeyman1 Uncover the secrets of the new emerging threat, the Boogeyman. In this room, you will be tasked to analyse the Tactics, Techniques, and Procedures (TTPs) executed by a threat group, from obtaining initial access until achieving its objective. We want to open the email in Thunderbird Email that’s located in the Artefacts folder on the Desktop. We can now see some of the headers for email like the From header. Answer: agriffin@bpakcaging.xyz Looking at headers again we can see the To header. Answer: julianne.westcott@hotmail.com DKIM-Signature and List-Unsubscribe headers? We can either upload this .eml file to an email analyser or just look at the source ourselves. I did a quick CTRL-F to look for the DKIM-Signature and found this. W…  ( 12 min )

callback based - In callback based function we provide a callback function as an argument to a function like callbackBasedFn("Hello", (err, data) => {   if (err) {     throw new Error(err);   } else {     console.log(`data : ${data}😉`);   } }); Inside the callback we are getting err or data depending on the result of callbackBasedFn() callbackBasedFn can have internal implementation like below - function callbackBasedFn(data, cb) {   setTimeout(() => {     if (data === "error") {       cb("Something went wrong 😵‍💫", null);     }     cb(null, data);   }, 1000); } In this function we are doing some async operation that will result in data or err. So if we want to process the output of callbackBasedFn() we have to do it in callback fun provided to callbackBasedFn() itself like below -…  ( 8 min )

TL;DR: Large Language Models are powerful probabilistic predictors, but single-pass outputs can be fragile. Use Chain-of-Thought (CoT) to force step-by-step reasoning, Self-Consistency to sample many reasoning paths and vote, and Universal Self-Consistency (USC) to extend that voting to free-form outputs by letting an LLM pick the best response. Practical snippets and action cards included. Alright, let's architect some robust AI. You've got complex problems, and I've got the blueprints for turning Large Language Models (LLMs) into reliable, consistent problem-solvers. We're going to start at the bedrock, defining every single component, then ascend through Chain-of-Thought, Self-Consistency, and finally, Universal Self-Consistency, anchoring each layer with actionable, runnable patterns y…  ( 13 min )

Most consultants now use AI for content and strategy, but few apply the clarity and structure that drive results. You’ve probably seen it already. AI-generated pitch decks, polished landing pages, and neatly packaged strategy docs. What used to take hours now takes minutes. And yet, most of it feels empty. When everyone has access to the same tools and the same frameworks, more content doesn’t help. It just raises the noise level. The real difference comes from who thinks more clearly and builds systems that resonate. “Good Enough” Is the Starting Line, Not the Finish Sure, generative AI can produce decent strategy docs, clean content, and research summaries that look impressive on the surface. But this is everywhere now. Polished content is just the baseline, not a differentiator. Amy Be…  ( 7 min )

The 2025.08.13 release brings a major milestone to DocWire SDK: full support for OpenAI's newly released GPT-5 family of models, including gpt_5, gpt_5_mini, and gpt_5_chat_latest. To reflect this evolution, gpt_5 is now the default model for all OpenAI-related operations in DocWire — giving developers direct access to state-of-the-art AI with no additional configuration. This version also brings minor but important code quality improvements and updated documentation. Full release notes: https://github.com/docwire/docwire/releases/tag/2025.08.13 Full integration of next-generation models: gpt_5, gpt_5_mini, gpt_5_nano, gpt_5_chat_latest Research-focused models: o3_deep_research, o4_mini_deep_research 2 · Default Model Upgraded All OpenAI operations now default to gpt_5, replacing previous versions. Modern libxml2 Compatibility Deprecated xmlGetGlobalState() removed from XML parser initialization. Better Error Handling Explicit exceptions now thrown for unknown or unsupported OpenAI models. Code Quality Upgrades explicit added to AI-related single-argument constructors in AnalyzeData, ExtractEntities, and Summarize elements to avoid implicit conversions. Updated README Reflects new default model and the complete list of available OpenAI models CLI and code examples now demonstrate how to choose non-default models GitHub: https://github.com/docwire/docwire Release: https://github.com/docwire/docwire/releases/tag/2025.08.13 We welcome feedback, examples, and issues as always. — The DocWire Team  ( 5 min )

In the previous round, we explored SIP Requests — the moves you make to start, manage, and end a SIP session. But what happens when your move lands? That’s where SIP Responses come in. Every request gets an answer. Some are good, some bad, and some just say, "Hold up, we’re thinking about it." This post will cover: Categories of SIP responses (1xx → 6xx). How to interpret them. Examples for quick understanding. A handy response code reference table. How unique identifiers (tags, Call-ID) tie requests and responses together. How SIP timers behave with responses. 🧩 SIP Response Categories SIP responses follow a status code system (like HTTP, but SIP-flavored). 1xx: Provisional Responses These don’t finish the transaction. They’re progress updates. Examples:…  ( 8 min )

The global food supply chain is vast and complex, stretching across multiple countries and involving countless stakeholders before products reach consumers. With rising concerns about contamination, fraud, and lack of transparency, food traceability has become more critical than ever. Blockchain technology is now transforming this process by ensuring accuracy, transparency, and trust throughout the supply chain. Since 2017, innovators have been advancing solutions based on blockchain and Verifiable Credentials to create secure and efficient systems for verifying data. When applied to food traceability, blockchain provides farmers, businesses, governments, and consumers with the confidence that food products are safe, authentic, and accurately documented. Food traceability is the ability to…  ( 8 min )

This will let other devices on your local network access your machine using a hostname like: http://archlinux.local:8080 instead of remembering the IP (192.168.x.x). sudo pacman -S avahi nss-mdns sudo systemctl enable --now avahi-daemon /etc/nsswitch.conf Open /etc/nsswitch.conf with your favorite editor: sudo nano /etc/nsswitch.conf Replace its contents with this (copy and paste): # Name Service Switch configuration file. # See nsswitch.conf(5) for details. passwd: files systemd group: files [SUCCESS=merge] systemd shadow: files systemd gshadow: files systemd publickey: files hosts: files mdns_minimal [NOTFOUND=return] resolve [!UNAVAIL=return] dns myhostname networks: files protocols: files services: files ethers: files rpc: files netgroup: files Save and exit. sudo systemctl restart systemd-resolved On your Arch machine, run: ping archlinux.local You should see it resolve to your LAN IP (e.g., 192.168.3.224). On another device (Linux/macOS/iOS), try opening: http://archlinux.local:8080  ( 5 min )

Design Carousel Social Media Posts in InDesign with this quick, hands-on tutorial. You’ll master document and grid setups, Instagram feed crop areas, structural elements, type, images, color work, permutations, style management, and seamless exporting—all geared toward crafting immersive, multi-slide brand stories that inform without overwhelming. Plus, snag the PDF and project assets via the featured links, then dive into the free GDS Design Community on Discord for feedback, challenges, and extra inspo. By the end, you’ll be cranking out scroll-stopping carousel posts like a pro! Watch on YouTube  ( 5 min )

Introduction Speed matters. For modern e-commerce stores, even a one-day delay in page load can reduce conversions. Beauty, Fashion, and lifestyle brands that go viral on social media can afford to have sluggish product pages. This is where Next.js paired with Shopify’s Storefront API comes into play — creating lightning-fast, SEO-friendly, and scalable product pages. As a Shopify Plus Agency, we have seen firsthand how Next.js supercharges storefronts by combining Shopify's robust backend with React-powered frontend flexibility. Let’s walk through how this integration works and why it’s the future of high-performance e-commerce. Next.js has quickly become the go-to framework for building blazing-fast websites. Static Site Generation (SSG) – Pre-render product pages at build time for sp…  ( 7 min )

The Blood of Dawnwalker is Rebel Wolves’ debut RPG—built by many ex-Witcher 3 devs—that blends Geralt-style open-world vibes with vampire lore and Slavic mythology. In an hour-long hands-off preview, GameSpot’s Lucy James got a taste of its moody atmosphere, slick combat teases, and charmingly dark world-building. Due in 2026, Dawnwalker promises to feel like the lovechild of Wild Hunt’s scope and fanged antiheroes, and Lucy’s already counting the days until she can sink her teeth into it herself. Watch on YouTube  ( 5 min )

The Blood of Dawnwalker drops you into a sprawling narrative sandbox where you play a half-vampire torn between two worlds. Expect to juggle mortal ties by day and dark cravings by night, with every choice pulling you deeper into thrilling moral and supernatural dilemmas. Early previews by Alessandro Fillari praise how it captures that sweet spot of role-playing freedom plus vampire vibes, making every decision feel alive—and deliciously dangerous. Watch on YouTube  ( 5 min )

S.T.A.L.K.E.R. 2: Heart of Chornobyl finally stalks onto PS5 and PS5 Pro in late 2025! GSC Game World is cranking up immersion with full DualSense support—haptic feedback, adaptive triggers and extra Pro-only tech tweaks for that next-level Zone vibe. After wow’ing PC and Xbox Series X|S players last November (IGN slapped on an 8/10), the survival FPS you love is gearing up for an even juicier next-gen drop. Keep your gas mask handy—2025’s gonna be intense. Watch on YouTube  ( 5 min )

The VPS market is full of marketing claims — “premium,” “CPU-optimized,” “compute-optimized.” But what do you really get for your money? We wanted to find out. So we benchmarked 8 VPS types across 4 providers — AWS, Vultr, DigitalOcean, and Raff Technologies — all with the same baseline configuration: 4GB RAM, 2 vCPU, AlmaLinux 9.6. The results were surprising: price had almost zero correlation with performance. In fact, the cheapest VPS — Raff Technologies at $20/month — scored higher than AWS’s $74 c7a.large. To make fair comparisons across providers, we created a simple metric: Performance Per Dollar (PPD). What’s included? CPU (single-core and multi-core) Memory bandwidth (read/write) Disk performance (sequential + IOPS) Network throughput & latency Stability (real-world …  ( 7 min )

Here are some practical Python tips and tricks that can make your code more efficient and elegant: F-strings for formatting - Use f-strings instead of .format() or % formatting: name, age = "Alice", 30 print(f"{name} is {age} years old") # Clean and readable Multiline strings with triple quotes - Great for SQL queries or documentation: query = """ SELECT name, email FROM users WHERE active = 1 """ List comprehensions - More concise than traditional loops: squares = [x**2 for x in range(10) if x % 2 == 0] # Even squares only Dictionary comprehensions: word_lengths = {word: len(word) for word in ["python", "java", "go"]} Use get() for safe dictionary access: user_age = user_data.get("age", 0) # Returns 0 if "age" key doesn't exist Chained comparisons: if 18 <= age <= 65: # Much cl…  ( 7 min )

The AI wave of 2023–2024 brought a flood of new startups — from generative AI apps to AI-powered SaaS platforms. In 2025, the hype hasn’t cooled down, but the harsh reality is clear: most of these startups will fail. But failure doesn’t mean AI is dead — it means only the resilient and truly valuable AI companies will survive. Let’s break down why so many AI startups are doomed in 2025 and what will separate the winners from the rest. Too Dependent on Foundation Models (No Moat) Many startups are just wrappers around OpenAI, Anthropic, or Gemini APIs. If your “AI startup” is simply calling GPT-4 or Claude with a fancy UI, you’re competing with 1,000 other clones. Example: Dozens of “AI résumé builders” launched in 2023, but LinkedIn and Canva added the feature natively, killing smaller …  ( 8 min )

In case you missed this in the last period, there are two new podcasts in #Ruby world: On Rails - a podcast produced by the Rails Foundation and hosted by Robby Russell 👇 https://onrails.buzzsprout.com Ruby Gems Podcast produced by Ruby Central and hosted by David Hill and Marty Haught https://www.buzzsprout.com/2509083 PS: Both of them are hosted https://www.buzzsprout.com/ - built also with Ruby on Rails  ( 5 min )

Why Your AI Chatbot is Dumb — And How to Fix It with AutoGPT Agents Let’s face it — most chatbots suck. You’ve interacted with them: they greet you politely, but when you ask them anything beyond their training doc, they crumble like discount cookies. What we have today is a sea of chatbots that pretend to be intelligent, but are essentially glorified FAQ search boxes. But what if your chatbot could reason, plan, and act? Welcome to the world of autonomous AI agents — your chatbot’s smarter, more ambitious cousin. In this deep-dive, we'll walk through how to build a simple yet powerful AI agent using Python that can learn, plan tasks, and do them using tools like AutoGPT concepts and langchain. This isn’t just theory — I’ll show you real code, real modules, and real-world use cases. Let’…  ( 8 min )

I just received my TimeSpin Cube/Dice! Hey, what is that? It's a dodecahedron, a 12-sided Dice. I put my task stickers on the sides, and now I'm ready to start tracking. It's really easy. Once you've installed the app and placed your stickers with tasks on the cube, you can start tracking right away. As a developer, managing my Excel records used to take days, but now I just turn the cube and it works perfectly. I recommend this gadget to anyone who needs to record project, development, and coaching work. Thank you, TimeSpin! More information can be found here: https://timespin.net/en/.  ( 5 min )

Hello everyone, does anyone have a good AI course or a recommendation for a teacher?  ( 5 min )

The childcare industry was valued at $60.4 billion in 2022 and continues to grow steadily. With more families where both parents work, the demand for flexible, reliable babysitting solutions has never been higher. Here are a few reasons why building a babysitter app makes sense today: Dual-income households are the norm. More parents are career-focused and willing to pay for flexible childcare options. On-demand services are booming. Just like food delivery or ride-hailing, parents want babysitters available on short notice. Trust through tech. AI matching, background checks, and secure payments make booking babysitters safer than ever. Sitters need visibility. Many caregivers only work part-time and need platforms to market their services easily. It’s more than babysitting. Pet sitting, tutoring, and even virtual babysitting are growing side-markets. Platforms like Care.com and UrbanSitter have already proven the model, but there’s still space to innovate — whether that’s in niche services, better security, or improved user experience. 👉 We’ve put together a full guide on building a babysitter app, covering features, business models, and challenges. Read it here - How to make a babysitting website.  ( 5 min )

🟢 Opening With a Question Ever wondered how to build a sleek, accessible star rating component in Angular that users and screen readers will love? Whether you're designing a review system or collecting user feedback, a star rating component is a UI staple. But creating one that’s reusable, accessible, responsive, and powered by Angular’s latest features like Signals takes your development skills to the next level. By the end of this tutorial, you’ll learn: ✅ How to create a reusable Angular component with Signals 🏷️ Best practices for accessibility (ARIA roles, keyboard navigation) 💡 Styling tips to make your rating UI shine 📦 How to use the component across apps and modules 1. Project Setup (Angular 18 + Signals) Make sure you're on Angular 18+. If not, upgrade: ng update @angula…  ( 7 min )

Hello .NET folks 👋 We all use tons of amazing open‑source libraries every day. As a way of saying thank you to the community, I decided to build and share my own: 🚀 BusyBee — a lightweight, high‑performance background job processing library for .NET with built‑in OpenTelemetry support. When building .NET apps, we often need to: Run fire‑and‑forget jobs in the background Process queues of tasks efficiently Monitor and observe code execution in production BusyBee makes this simple, fast, and observable. 🐝💨 Super fast in‑memory queues built on .NET Channels ⚙️ Configurable: bounded/unbounded queues, overflow strategies, timeouts, parallelism 📊 Built‑in observability: OpenTelemetry metrics + tracing ready out of the box 🔌 ASP.NET Core DI integration 🛑 Cancellation & timeo…  ( 6 min )

Theoretical Foundations of Digital Transformation Evolution of Agent-Based Systems Strategic Role of Intelligent Agents in Organizations Integration with Digital Infrastructures Human-Machine Collaboration Ethical and Governance Dimensions Impact Across Sectors The Role of Advanced Development Paradigms Future Directions of AI Agent Research Conclusion The phenomenon of digital transformation is inseparable from the evolution of intelligent computational agents. Through their capacity for autonomy, collaboration, and adaptability, agents reconfigure the structures of organizations, the design of infrastructures, and the dynamics of human-machine collaboration. The theoretical, ethical, and practical implications of this evolution reveal that agents are not merely instruments of efficiency but fundamental participants in socio-technical ecosystems. The future of digital transformation will be defined by the capacity to harness intelligent agents responsibly, integrating them into systems in ways that align with human values and institutional objectives. By advancing design paradigms such as Agentic Ai Development, Ai App Development, and Ai Development, societies can ensure that the transformative potential of intelligent agents is realized in a manner that is equitable, sustainable, and innovative. The progression of computational agents thus symbolizes more than technological advancement. It represents a redefinition of the relationship between humans and digital systems, a relationship that will continue to shape the structures of economy, governance, and culture in the era of intelligent transformation.  ( 10 min )

Modern businesses need applications that are scalable, reliable, and secure. That’s where Microsoft Azure Red Hat OpenShift (ARO) comes in. ARO is a fully managed service, jointly built and supported by Microsoft and Red Hat, that allows you to deploy and manage containerized applications without the headache of maintaining the underlying infrastructure. What is Azure Red Hat OpenShift? Azure Red Hat OpenShift brings together the best of two worlds: Red Hat OpenShift – the leading enterprise Kubernetes platform Microsoft Azure – a global cloud platform with unmatched security and scalability With ARO, you can: Run cloud-native apps without worrying about cluster management Get built-in CI/CD and developer tools from OpenShift Scale applications seamlessly using Azure resources Pay only for…  ( 6 min )

Title: Exploring Backend Development with Rust and Go: Insights from Web Developer Travis McCracken As a passionate web developer specializing in backend systems, I’ve spent years exploring the power and versatility of programming languages like Rust and Go. My name is Travis McCracken, and I love diving into efficient, scalable, and maintainable backend solutions that drive modern web applications. Over the years, I’ve experimented with various frameworks and projects, often drawing inspiration from innovative libraries and APIs built with these languages. Today, I want to share some thoughts on why Rust and Go have become my go-to choices for backend development, along with some insights into fake projects like 'fastjson-api' and 'rust-cache-server' that illustrate the power of these lan…  ( 7 min )

If you’re exploring automation and AI for your business or projects, chances are you’ve come across n8n and a new wave of specialized AI agent platforms like LangChain, AutoGen, CrewAI, and cloud-native services such as Lindy or SmythOS. But which tool is right for your needs: traditional workflow automation or autonomous, intelligent agents? Let’s break it down What is n8n? n8n is an open-source, fair-code automation platform. Its biggest strengths include: Visual workflow builder: Drag, drop, and connect over 400+ services (from email to databases to APIs) Powerful integrations: Huge node library lets you automate almost any SaaS or business system, self-host or cloud deploy Customizable and extendable: Developers can inject custom code, APIs, or AI models where needed However, out of…  ( 6 min )

Managing files and directories is one of the core tasks in Linux. But removing a directory can feel intimidating—especially if it contains important files or nested folders. One wrong command can delete more than you intended! That’s why understanding the proper ways to remove directories is essential for every Linux user, whether you’re a - beginner exploring the command line, a student learning system administration, or a professional refreshing your skills. In this guide, we’ll walk you through all the methods to safely and efficiently remove directories in Linux, from empty folders to directories full of files. You’ll also learn tips to avoid mistakes, how to handle permissions, and advanced techniques for bulk deletion. By the end, you’ll have the confidence to clean up your Linux…  ( 8 min )

Nine months ago, I got laid off. During my brief spell looking for a job (before deciding to go indie), as I have always been, I wanted to do it in an organized manner. I used to rely on Airtable base for collecting all the job postings I found online, to then take notes and track activities and so on, but this time decided to look for a ready-made solution. Found some cool products but they are too expensive for my liking, costing between $20-40 a month! That is how the idea of HuntingPad was born and the core feature seemed simple: clip job posts with one click from anywhere in the browser! Spoiler of what I ended up achieving What I didn't expect was that this "simple" feature would lead me through a maze of technical decisions - from expensive webscraping APIs to LLM token optimizati…  ( 10 min )

Brahma-JS: Ultra-Low Latency JS Runtime Powered by Rust Rust is amazing for speed, safety, and stability—but let’s be real: most JS/TS devs don’t want to wrangle the borrow checker, strict type system, and ownership rules just to build web APIs. That’s why I built Brahma-JS — an ultra-low latency runtime written in Rust on top of Tokio + Hyper, but plug-and-play with Node, Deno, and Bun. All heavy lifting (req.body, headers, query parsing, etc.) runs in Rust. Works directly inside your existing JS ecosystem (Node, Deno, Bun). Fire-and-forget, fully sync-style architecture. Lets you write type-safe, memory-safe, blazing-fast HTTP routes with the simplicity of JS. npm i brahma-firelight const { useBrahma, startServer, redirect } = require("brahma-firelight"); useBrahma((req) => { if (req.path === "/hi") { return { headers: { "Content-Type": "application/json" }, status: 200, body: JSON.stringify({ message: "Hello World from Brahma-JS!" }), }; } if (req.path === "/bye") { return redirect("https://example.com"); } return { status: 404, body: "Route not found", }; }); const port = process.env.PORT || 3000; const host = process.env.HOST || "0.0.0.0"; startServer(host, +port).then(() => { console.log(`🌀 Brahma-JS server running at http://${host}:${port}`); }); On a tiny AWS EC2 t2.micro, I hit: 33.2k req/s within 10s of load testing No proxy, no hacks — just raw Rust (Hyper + Tokio) under the hood Benchmarks August 2025 (That’s significantly faster than Express/Fastify on the same hardware.) 👉 GitHub: Shyam20001/rsjs Star ⭐ the repo if this excites you PRs welcome for early testers Drop issues with the features you’d want next Nobody needs to give up their ecosystem anymore. Write JS, run at Rust speed. ⚡  ( 6 min )

"Faces don’t lie — but landmarks sometimes do." Hey there! In this post, I’ll share my journey of building a Face Landmark Detection pipeline using OpenCV DNN and Facemark LBF. The system takes a raw video as input, detects faces, extracts 68 facial landmarks, smooths them across frames, and finally outputs: an annotated video with landmarks and bounding boxes an optional CSV file with landmark coordinates for every frame The idea was simple: "Take a face → get the points." But to make it robust, I had to mix deep learning detection with classical landmarking and add a touch of signal processing. The project is split into modular components: detector.py → Loads and runs the DNN-based face detector (SSD ResNet) landmarks.py → Drawing utilities for the 68-point facial structure helpers.py → …  ( 6 min )

Locaxion is an RTLS - Smart Factory solutions provider (Real-Time Location Systems). Locaxion enables manufacturers to extract continuous Location Intelligence from every asset and process on their plant floors. This real-time intelligence supercharges automated decision-making and predictive optimization, ensuring AI-readiness and operational resilience. For the past 15 years, our consultants have devised RTLS initiatives for global leaders such as Airbus, BMW, Daimler, John Deere, Philips, the US Military, and many more.  ( 5 min )

🔗 My Git Activity Story Repo: https://github.com/livesession/xyd 🗓️ Range: Dec 01, 2024 → Aug 19, 2025 • 262 days 🧑‍💻 Commits: 182 • Active days: 108 (41.2%) 🧾 Raw lines: ~13.8M (exact: 13,785,977) (+~7.3M (exact: 7,341,870) / -~6.4M (exact: 6,444,107)) 🏆 Spike #1: May 25, 2025 — ~4.0M (exact: 3,998,050) (JSON/YAML (any) 97.9% • Tests 99.8%) 🔥 Longest streak: 108 days • ⏰ Fav hours: 23:00 (75 commits), 22:00 (14 commits), 03:00 (10 commits) 🧼 Baseline (cleaned): excludes only the exact spike-causing tests/fixtures JSON/YAML; median 3,821/day, p90 46,572/day, avg 8,955.3 lines/commit 1) Daily activity (raw) 📈 Here’s every day’s line churn (adds + deletes). One day absolutely explodes — that’s our Spike #1. Figure 1. Daily line changes with a 7-day average. …  ( 7 min )

How AI Can Keep Documentation Alive There's an uncomfortable truth in our industry: project documentation is almost always outdated. And there are only two basic rules to avoid it: Write it. Keep it updated. We all stumble on the second one. In this post, I won't talk about how to write good documentation (that's an art on its own), but about how to force it to stay in sync with code—automatically. Documentation is both a blessing and a curse for every dev team. It's essential for maintainability and collaboration, but it's always one step behind the code. For years, as a Tech Lead, I tried everything: gamification, extra story points, strict PR reviews. Result? It never really stuck. I gave up. This chronic problem has now turned into a paradox. AI lets us generate and change code at insa…  ( 7 min )

🎯 Key Points (TL;DR) Performance Breakthrough: DeepSeek V3.1 achieves 71.6% pass rate in Aider programming tests, surpassing Claude Opus Cost Advantage: 68 times cheaper than Claude Opus, with total testing cost of only about $1 Architectural Innovation: 685B parameter hybrid reasoning model supporting 128k context length Open Source Commitment: Base model released on Hugging Face, driving open source AI development Practical Applications: Excellent performance in code generation, debugging, and refactoring, suitable for enterprise applications What is DeepSeek V3.1? Core Technical Specifications Analysis Performance Benchmark Results Competitive Comparison Analysis Real-world User Experience Cost-Benefit Analysis Developer Feedback Summary Usage Recommendations & Best Practices Frequ…  ( 9 min )

Week 3 — Shop & Product Detail pages Over the third week of building Treazurex I focused on the product-facing pages: the Shop page and the Product Details page. These are the two screens most users interact with, so getting layout, information hierarchy and interactions right was my main priority. What I did Built the Shop listing: product cards, basic filters, and the grid/list layout. Implemented the Product Details page: images, descriptions, price, and buy/add-to-wishlist actions. Fixed several small bugs that appeared while connecting the pages (routing edge-cases, broken links, and a couple of state bugs). What took the most time Design & polish. Making the pages look professional and feel cohesive took more time than the core functionality. I spent a fair amount of time exploring …  ( 7 min )

Barrington Levy Ignites the KEXP Studio Reggae powerhouse Barrington Levy brought the heat on June 12, 2025, laying down a scorching live rendition of “A FI YUH” at KEXP. Backed by Jamey “Zebbie” DeKofsky (drums), Ray “Blunt” Myrie (bass), Steve Verhault (guitar) and George Hughes Jr (keyboards), Levy’s vocals ruled the room. Host Mike Ramos kept the vibes flowing while Kevin Suggs and guest mixer Fabian Cooke nailed the audio, with Julian Martlew handling mastering. Cameras rolled courtesy of Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht, all artfully edited by Scott Holpainen. Check out the full session at kexp.org or barringtonlevy.com. Watch on YouTube  ( 5 min )

1. What is a Schema? In PostgreSQL, a schema is just a folder inside your database where you keep your tables, views, and other objects. You can even have the same table name in different schemas. It’s best to name it after your app so it’s easy to keep things organized. In our case, we’ll create a schema called school. Example in SQL: CREATE SCHEMA school; In DbSchema tool, you can create it following these steps: 1. Start a new schema from scratch in the "Welcome Screen". 2. Select the PostgreSQL database and name the project (model) as you wish. 3. Right-click in the database tree → Create → Schema → give it a name, like school, in our case. When you design visually a ER diagram: You see all the tables and how they connect Which columns are keys or have constraints You can drag to c…  ( 8 min )

Introduction When I first started exploring AWS, I quickly realized that reading docs and watching tutorials wasn't enough for me. I wanted to get my hands dirty with real projects. The problem was that most resources either covered concepts without context or jumped straight into production level setups without explaining the "why." After some searching, I came across a course called AWS Mastery: 26 AWS Cloud Projects for Engineers & Architect on Udemy by Pravin Mishra. What I love about this course is that it isn't just theory, it focuses on practical, project-based learning. So I've decided to take on a personal challenge of working through each project without looking at the solutions while documenting my process here in this little world of mine. This way, I can build confidence whi…  ( 10 min )

Starting something new is always exciting—and a bit daunting! As a developer with experience in React and FastAPI, I recently decided to dive into the world of databases by learning SQL using PostgreSQL. My main goal is to bridge the gap in my backend skills and better understand how databases power the applications we build. With its open-source nature, strong community, and powerful features, PostgreSQL is a natural fit for those looking to expand their backend capabilities. It’s widely used in both small projects and large-scale production systems, making the skills transferable and future-proof. So far, I’ve covered the fundamentals: Installing PostgreSQL on my machine and setting up my first database Learning and practicing essential SQL commands like: CREATE TABLE INSERT SELECT Wri…  ( 6 min )

Artificial Intelligence (AI) and Machine Learning (ML) are revolutionizing mobile app development across the globe. According to Statista, by 2024, the global AI market size is expected to surpass $500 billion, with mobile apps being one of the primary industries adopting these technologies. In particular, the Android ecosystem, with its vast reach, is increasingly integrating AI and ML to enhance user experiences, improve functionality, and drive innovation. For Android app developers, AI and ML are no longer optional add-ons; they have become core components in creating smarter, more personalized, and more efficient applications. In this article, we explore how AI and ML are transforming Android app features, and how Android application development companies are leveraging these technolo…  ( 10 min )

If you work with multiple servers — some requiring .pem keypairs and others with password authentication — you know how quickly it becomes messy. Add in the fact that you might switch between Windows at home and macOS at work, and suddenly managing SSH connections can feel like juggling knives. In this article, I’ll show you how to organize your SSH access across both Windows and macOS using: OpenSSH (built-in on both OS) ~/.ssh/config (for managing profiles) Multiplexing (to speed up connections) tmux (to keep sessions alive even if your laptop disconnects) Let’s dive in 👇 macOS → Already installed, just open Terminal. Windows 10/11 → OpenSSH is included, but if missing: Settings → Apps → Optional Features → Add a Feature → OpenSSH Client Now you can run: ssh user@server-ip ~/.ss…  ( 7 min )

Large Language Models like GPT LLaMA, and Claude have seen a surge in popularity in the business world over the past few years. These advanced AI models process and produce text in ways that feel human, which makes them useful in a lot of business areas. Businesses are using LLM to automate customer support or to manage internal knowledge in a perfect way. But, when they rely on outdated LLM then they may face various issues like for more complex business demands, they may not give you proper results. That’s why, many businesses feel that they should update their LLMs to meet their business goals. When you make changes or adjust LLMs then it will affect their overall performance like how accurate they are, and how well they align with your business goals. But mistakes during the process c…  ( 9 min )

A post by Vicente G. Reyes  ( 5 min )

If you run last-mile in an apartment-dense metro, you’ve lived the pain: missed first attempts, drivers circling for parking, and rescue routes blowing up OT. The fix isn’t just “better maps.” It’s the boring, vital plumbing inside a route optimization app, clean geocodes, precise apartment waypoints, and an ETA model that reflects reality at curbside, not on a highway. This post breaks down how those pieces fit, and what operators should ask vendors before the next peak. At the core is geocoding. It turns an address into a latitude/longitude the router can trust. The difference between rooftop and centroid placement is the difference between a first-attempt POD and a second attempt tomorrow. For single-family stops, a centroid might be “close enough.” For towers and gated complexes, it’s…  ( 8 min )

One thing I’ve learned while working with AI systems is that hallucinations are not just buzzwords. They’re real challenges that can break trust if not handled properly. Over time, I’ve found a few practical ways to minimize them: 🔹 𝗙𝗿𝗮𝗺𝗲 𝗰𝗹𝗲𝗮𝗿, 𝘀𝗽𝗲𝗰𝗶𝗳𝗶𝗰 𝗽𝗿𝗼𝗺𝗽𝘁𝘀 🔹 𝗚𝗿𝗼𝘂𝗻𝗱 𝗿𝗲𝘀𝗽𝗼𝗻𝘀𝗲𝘀 𝘄𝗶𝘁𝗵 𝗲𝘅𝘁𝗲𝗿𝗻𝗮𝗹 𝗱𝗮𝘁𝗮 🔹 𝗩𝗮𝗹𝗶𝗱𝗮𝘁𝗲 𝗼𝘂𝘁𝗽𝘂𝘁𝘀, 𝗱𝗼𝗻’𝘁 𝘁𝗿𝘂𝘀𝘁 𝗯𝗹𝗶𝗻𝗱𝗹𝘆 🔹 𝗟𝗶𝗺𝗶𝘁 𝗼𝗽𝗲𝗻-𝗲𝗻𝗱𝗲𝗱𝗻𝗲𝘀𝘀 𝘄𝗵𝗲𝗿𝗲 𝗽𝗼𝘀𝘀𝗶𝗯𝗹𝗲 🔹 𝗖𝗼𝗻𝘁𝗶𝗻𝘂𝗼𝘂𝘀 𝗳𝗲𝗲𝗱𝗯𝗮𝗰𝗸 𝗹𝗼𝗼𝗽 At the end of the day, hallucinations can’t be fully eliminated, but with the right engineering approach, they can be managed to a point where AI becomes a reliable partner instead of a risky guesser. 👉 Curious to hear: what’s your go-to trick to catch or prevent hallucinations in AI? 👋 𝗜𝗳 𝘆𝗼𝘂'𝘃𝗲 𝗺𝗮𝗱𝗲 𝗶𝘁 𝘁𝗵𝗶𝘀 𝗳𝗮𝗿, 𝘁𝗵𝗮𝗻𝗸 𝘆𝗼𝘂! Follow me for more content like this. I'm a Senior Software Engineer Helping Businesses Thrive. 🚀 📩 Open for backend projects, LLM integrations & product collaborations.  ( 6 min )

Hey 👋 This week we have a little something from the community that you can join in. Speed vs Polish, I would love you to join in and give us your thoughts on what your week has looked like. We have a tonne of great stuff in this weeks newsletter, the 2 lines of CSS to create a scroll spy is SO good. Have a good week Adam at Unicorn Club 🦄 Get the latest edition delivered straight to your inbox every week. By subscribing, you'll: Receive the newsletter earlier than everyone else. Access exclusive content not available to non-subscribers. Stay updated with the latest trends in design, coding, and innovation. Don't miss out! Click the link below to subscribe and be part of our growing community of front-end developers and UX/UI designers. 🔗 Subscribe Now - It's Free! Sponsored by 20i…  ( 8 min )

In Silicon Valley's echo chambers, artificial intelligence has supposedly conquered coding. GitHub Copilot autocompletes your functions, ChatGPT debugs your algorithms, and Claude writes entire applications from scratch. Yet beneath the marketing fanfare and venture capital euphoria lies an uncomfortable truth: human programmers remain irreplaceable. While AI coding assistants excel at mundane tasks and pattern matching, they fundamentally lack the creative problem-solving, contextual understanding, and architectural thinking that define exceptional software development. The statistics surrounding AI coding tools paint an impressive picture. Microsoft reported that GitHub Copilot users complete tasks 55% faster than their unassisted counterparts—a figure that has become the rallying cry fo…  ( 19 min )

A post by Vicente G. Reyes  ( 5 min )

Most developers have seen this pattern before. At first, the team picks up tools like Zapier, Make, or HubSpot to move faster. They solve a few problems quickly, but then… everything gets messy. Data duplicated across CRMs, spreadsheets, and APIs. Integrations failing silently, forcing someone to “just fix it.” Compliance gaps that SaaS vendors won’t cover. Scaling limits where the workflow just can’t keep up. This is what we call the SaaS plateau. Off-the-shelf tools stop being accelerators and start becoming blockers. When you’re stuck patching integrations or debugging brittle APIs, it’s a signal. The problem isn’t you — it’s the architecture. A custom AI system changes the game: Single source of truth → no more wondering which system has the right data. Code-first integrations…  ( 7 min )

Hey everyone! 👋 I recently went through a classic "it works on my machine" scenario... except my machine was the Azure Cloud Shell, and it didn't work. Here’s a quick story of how I hit a Docker wall and used native Azure tools to successfully deploy my static fashion site to Azure Container Instances (ACI). Let's rewind. I was logged into the Azure Portal, staring at my resource group, ready to deploy my static site. My plan was simple: use the Azure Cloud Shell to run a quick docker build and docker push. I clicked that little >_ icon in the portal's header and got to work. Little did I know, I was about to hit a classic "gotcha" and find an even better solution. Here's how it went down. Spoiler: It involves az acr build and a triumphant fist pump. ✊ The Goal: Simple Static Site in th…  ( 8 min )

It’s 2025. Immunefi and HackenProof might serve Web3 clients, but for us — the developers — the flow is still Web2. We’re long overdue to fix this. It’s time for something we own. ⚡ Introducing: The Developers Protocol This is our protocol. Just proof, payout, and progress. We call it: A zk-native, on-chain bounty system built by devs, for devs. 🧠 Why This Matters The current systems still gate the most important part of the process: us. We have to ask to submit. We have to wait to get paid. We often get deplatformed or ignored — even after saving entire protocols. Meanwhile, proof-of-exploit sits on our disk, ready. We can build that. Today. 🔄 Our Great Irony: We Forgot Ourselves Here’s the real kicker: We’ve designed zk-voting. But we forgot to fix the most critical PoC of all: our own. This is our own unsolved exploit. 🔧 What It Looks Like ✅ Submit a proof (zk-SNARK, signed hash, or PoC artifact) This is: Proof-of-Exploit Proof-of-Impact Proof-of-Authorship Proof-of-Code 🧑‍💻 And We’re the Right People To Build It It shouldn’t take long: zk circuits — we’ve done harder Solidity vaults — minimal Submission CLI — weekend job Decentralized bounty registry — a few commits away We are not just the security layer. And it’s time we start acting like it. 📣 Call to Arms If you’re a dev, this is your bounty call. 💥 Solidity / zk-devs — comment below Let’s get this spec on GitHub. 🏁 One Last Reminder: We forgot to secure ourselves. 💬 Comments Section Suggestions (For DEV.to engagement prompts at the bottom) “Would you use this instead of HackenProof/Immunefi?” “What zk format should we use for the first verifier?” “What’s the biggest flaw we must defend against in v1?” This is the one we’ve been waiting for. Let’s make it real.  ( 6 min )

Over the past few weeks, I’ve been experimenting with building a car classified script — something like a small-scale version of Autotrader or Cars.com, but with a focus on simplicity and adaptability. • Car Listings with Deep Filters • Backend: PHP + Codeignitor (for modularity) Search Speed on Large Data Filtering by make, model, location, and price killed performance after ~50k entries. Index tuning + caching helped, but I feel there’s a smarter approach. Image Uploads & Compression Car sellers love uploading 10+ high-res images. Handling auto-resize + CDN storage without killing speed was tricky. Dynamic Taxonomies Brands, Models, Variants, Years — keeping this flexible but not overly complex was harder than real estate listings. Payments for Featured Ads Simple integration with Stripe/PayPal works, but what’s the best way to keep it modular for regional gateways (PayU, Razorpay, etc.)? • How would you handle fast search + filtering at scale (Elasticsearch? Algolia? Something else?) I’m experimenting with a mobile app integration where listings update in real-time between the web + app. Also exploring a plugin system so small dealers can white-label their own version. Would love to hear from others who’ve tackled classified or marketplace apps: • What dev shortcuts saved you time? • What mistakes should I avoid scaling this?  ( 6 min )

If you’ve been building modern apps with React, Next.js, Angular, or Vue, chances are you’ve run into messy APIs, performance bottlenecks, or “too much data vs too little data” problems. That’s where Backend for Frontend (BFF) comes in. This article will explain what BFF is, why we need it, when to use it, real-world scenarios, common pitfalls, and examples — in the simplest way possible. Imagine you’re building an e-commerce app. Your mobile app needs a very compact API response (just product name, price, image). Your web app needs a detailed product view (reviews, specs, seller info). Your admin dashboard needs extra APIs (stock, margins, supplier details). If all of them talk directly to your core backend (say a bunch of microservices), you’ll end up with: Over-fetching data (getting mo…  ( 8 min )

Tổng quan Apiframe cung cấp các REST endpoint rõ ràng để điều khiển Midjourney AI từ ứng dụng của bạn. Quy trình chuẩn là: gửi tác vụ (Imagine, Vary, Upscale, Pan, Zoom) → nhận task_id → Fetch để lấy trạng thái/kết quả hoặc nhận Webhook nếu đã khai báo. Endpoint Imagine hỗ trợ mode = fast hoặc turbo. Bạn sẽ học được gì trong bài này? Xác thực (Authentication) Imagine (tạo ảnh) Vary (Strong/Subtle) Upscale (Subtle/Creative) Pan & Zoom Lấy kết quả (Polling vs Webhook) Ví dụ workflow đầy đủ bằng JavaScript (axios) và Python (requests) Best practices (bảo mật, xử lý lỗi, hiệu năng) Mọi request cần header Authorization đặt bằng API key của bạn (không phải dạng Bearer ...). API key lấy từ Dashboard của Apiframe: https://app.apiframe.ai/dashboard/api-keys Lưu ý URL nền tảng Nhóm endpoint tạo/g…  ( 9 min )

Kinde's prodigious product manager, Oli @oliwolff1, has created a demo using Cursor to help him customise the user auth pages with his own styling. Out of the box, Kinde gives you a hosted authentication page for maximum security and minimum fuss. Everything for a straight forward and seamless auth experience is ready to go. For those of you who want to fully customise the auth pages, Kinde supports the ability to bring your own code and styles to the auth pages, which is known as custom UI. You can find more information about custom UI on Kinde's documentation site at Customize designs with code. Check out Oli's video. Re-create it yourself Everything done with Oli's demo can be found online publicly and can be done for free. Create a Kinde business One of our amazing engineers Peter has a video How to deploy a Kinde Next.js app with Vercel that would be a great place to start, which uses the Next.js app router starter kit. Custom UI template The template he used in the video demo can be found on Kinde's starter kits at custom-ui-splitscape. Sign in page Grab the image from the sign in page used in the demo. Or you want to live on the wild side, grab an image from another nice looking sign in page. Prompt used in Cursor And here's the prompt used in the video. Using the Kinde custom page template and [Kinde official docs](https://docs.kinde.com), I want to update the Kinde login page with the following details: - Use the attached image as inspiration for updating the login page - only show email field (no password field or social connections) - remove all logos Requirements: - Use Kinde's CSS custom properties system (--kinde-* variables) - All inline styles with nonce={getKindeNonce()} - Use valid hex color values for Kinde properties - Style only the appearance, not the functionality This quick video just goes to show how easy it is to setup your own look and feel to the authentication flow of your web app. Reach out the team at one of our support communities if you have any questions.  ( 6 min )

C# tilida delegatlar, eventlar va LINQ juda muhim tushunchalar bo‘lib, ular kodni moslashuvchan, toza va o‘qilishi oson qiladi. Ushbu maqolada quyidagilarni ko‘rib chiqamiz: Delegatlar nima va qanday ishlatiladi Eventlar yordamida hodisalarni kuzatish LINQ yordamida ma’lumotlarni qulay tarzda qayta ishlash 🔹 Delegatlar Delegat nima? Delegat — bu metodni o‘zida saqlaydigan tip xavfsiz pointer. Boshqacha qilib aytganda, metodni parametr sifatida uzatish imkonini beradi. Delegatlar yordamida kodimiz modulyar va moslashuvchan bo‘ladi. Misol: // Delegat e’lon qilish public delegate void MyDelegate(string message); class Program { // Bu metod delegat orqali chaqiriladi static void PrintMessage(string msg) { Console.WriteLine("Xabar: " + msg); } static void Main() { // Delegatga metodni tayinlash MyDelegate del = PrintMessage; // Delegat orqali metodni chaqirish del("Salom, delegatlar!"); } }  ( 5 min )

If you’ve ever troubleshooted a slow internet connection, you’ve probably typed: ping google.com and watched those little reply times scroll by. It feels like a digital knock on someone’s door: “Hello? Are you there?” But here’s the twist, unlike most network tools, ping doesn’t use any port at all. When we think of network communication, ports are everywhere. Websites? They use TCP port 80(HTTP) or 443 (HTTPS). SSH? That’s usually port 22. DNS lookups? UDP port 53. But ping is different. It doesn’t ride on TCP or UDP, where ports live. Instead, it uses a separate protocol: ICMP (Internet Control Message Protocol). ICMP works one step lower in the networking stack — at the network layer (Layer 3) instead of the transport layer (Layer 4). And since ports only exist in Layer 4, ping never t…  ( 7 min )

AI scams in 2025 are evolving faster than most Americans realize. From deepfake impersonations to AI-generated phishing emails, scammers are using artificial intelligence to exploit U.S. users in ways that are harder to detect than ever before. In this post, we’ll break down 7 real AI scams targeting Americans in 2025 — and exactly how to avoid falling victim to them. ✅ In 2025, the rise of generative AI tools like ChatGPT, voice clones, and synthetic media has given scammers new ways to bypass traditional cybersecurity defenses. U.S. consumers, especially seniors and remote workers, are top targets because of widespread digital activity and patchy regulation. Whether it’s an AI voice mimicking your family member or an email that looks like it came from your bank, the threat is real. Her…  ( 7 min )

The information revolution, often called the "Fourth Industrial Revolution," is actually humanity's third great information revolution after the invention of speech and writing. It unfolded through the work of brilliant thinkers like John von Neumann, who originally aimed only to automate calculation, but ultimately discovered an entirely new world. This technological transformation is not just about automating human labor, but about revolutionizing the processing and accessibility of information, fundamentally changing our lives, work, and relationships with each other. A paradigm shift in information technology is not just a technological leap, but a radical reinterpretation of mindset, social structures, and everyday life. The geniuses who brought about such breakthroughs did not just c…  ( 10 min )

The development of information technology in the 1990s was a dynamic period that fundamentally transformed our world. This decade saw the birth of innovations and technologies that laid the foundation for the digital age, opening up new dimensions in everyday life, the world of work, and entertainment alike. In the 1990s, the possibilities offered by computing suddenly expanded explosively as technological progress reshaped everyday life. This decade witnessed not only the rapid development of hardware and software but also the spectacular emergence of the information society, when computers were no longer just the privilege of experts but increasingly became an integral part of homes. The digital revolution rewrote business models, communication habits, and even infused our culture with t…  ( 9 min )

Are you someone who works shifts and has trouble sleeping? Shift work sleep disorder is a common problem for people who work unusual hours, and it can make it hard to get enough rest at night. When your work hours keep changing, it can mess up your body's natural rhythm for sleep, which can leave you feeling sleepy or anxious during the day. So, what can you do to help with this problem and get the rest you need? Here are some tips to help you manage shift work sleep disorder and improve your sleep: Even if your work hours change, make an effort to have the same bedtime and wake-up time each day. Aim for at least 7 to 9 hours of sleep. This helps your body's internal clock stay on track and improves your sleep. Keep your bedroom dark, cool, and quiet. Use blackout curtains, a white noise machine, or earplugs to block out any distractions that might keep you from sleeping. If you still have trouble falling or staying asleep, you might want to try some Natural Sleep Supplements. Look for ones that have ingredients like melatonin, valerian root, or magnesium, which can help your body get ready for sleep. Avoid drinking coffee or eating big meals close to bedtime. Limit time spent on screens before sleep, and try relaxing activities like meditation or deep breathing to help you feel more calm and ready for rest. If you've tried these steps and are still struggling with sleep, it might be a good idea to see a doctor or sleep specialist. They can give you more personalized advice or suggest other treatments that could help. By following these tips, you can better manage shift work sleep disorder and feel more rested. It's important to take care of your sleep because it affects your energy, mood, and overall health. Don't wait too long to take steps that can help you feel better.  ( 6 min )

Agile terminology is something almost every team member comes across—whether in daily stand-ups, planning sessions, or project updates. Words like sprint, backlog, and retrospective have become part of everyday conversations. But here’s the thing: Agile terminology doesn’t stay the same. Just like the way teams work changes, so does the language they use. In 2025 and heading into 2026, we’re starting to see new terms appear in Agile conversations. Some of them stem from the rise of AI in Project Management, while others result from the shift toward focusing on outcomes rather than just outputs. Agile is also spreading far beyond software, which means the way people talk about it in marketing, HR, and operations is shaping new expressions. This blog takes a closer look at which Agile termin…  ( 9 min )

Every developer has been there. You're staring at a 300-line function that somehow grew into a digital tumor over six months of "quick fixes." The code works, but it's unmaintainable. You know you need to refactor it, but the fear creeps in: what if you break something? What if the AI suggestion misses critical business logic? What if you lose control of your own codebase? I've found a way to use AI for refactoring that doesn't turn me into a passenger in my own code. It's not about blindly accepting AI suggestions or rejecting them entirely. It's about creating a partnership where I maintain architectural control while leveraging AI's pattern recognition abilities. Most developers approach AI refactoring like they're ordering from a drive-through menu. They paste their messy function into…  ( 9 min )

Have you ever wondered how a new app, website, or big tech upgrade goes from just an idea to something you can actually use? That’s what the IT project life cycle is all about. It’s like a roadmap that guides tech projects from start to finish, keeping things organized and on track. Imagine trying to bake a cake without a recipe – things could get messy fast! The IT project life cycle is the recipe for tech projects, breaking them into clear steps.  In this article, we’ll walk through the stages, phases, and real examples of how it works, plus the key people who make it happen. Whether you’re curious or working on a project yourself, you’ll see how this process turns ideas into reality without the chaos. IT project management is the process of planning, organizing, and overseeing the execu…  ( 10 min )

If you’ve enjoyed our last couple of tips about CouchDB document design then you’ll appreciate a tip that helps you query CouchDB quickly. This advice is relevant for all query mechanisms in CouchDB: Views, Mango Queries, and even Search. All query mechanisms in CouchDB use design docs to define which fields to use when querying your document. We call this the query definition. They look different for each of the mechanisms, but their function is the same in each case. When changing the query definition of a design document, CouchDB will re-index all documents in your database before it can respond to any queries for them. If you have a lot of documents in your database, going through all documents for re-indexing can take a while, minutes, hours, sometimes days. During application develop…  ( 6 min )

Expose your wepapp with localtunnel Ever needed to show a local app to a teammate, a webhook, or a QA engineer who “doesn’t run things locally”? Enter localtunnel: the zero-config way to publish your localhost to the internet with a sharable URL. It’s like handing your app a passport and telling it to go see the world—safely, temporarily, and without DNS rituals. Below is a quick guide with a tiny Node.js + Express “Hello, world!” and how to expose it using the localtunnel library. localtunnel creates a secure tunnel from a public URL to a port on your machine. You run your app on, say, localhost:3000, and localtunnel gives you a URL like https://curly-pigs-play.loca.lt that forwards traffic to your local server. Perfect for: Testing webhooks from Stripe/GitHub/Twilio Sharing in-progress…  ( 6 min )

1. Core Development Roles Frontend Engineer: Builds user-facing interfaces and web apps (HTML, CSS, JS, React, Vue). Backend Engineer: Implements server-side logic, databases, and APIs (Python, Ruby, Java, Node.js, Go). Full-Stack Engineer: Handles both frontend and backend development. Mobile Engineer: Specializes in iOS (Swift) or Android (Kotlin/Java) app development. Desktop Software Engineer: Builds desktop applications (Windows, macOS, Linux). Embedded Systems Engineer: Programs devices at the hardware level (IoT, microcontrollers, firmware). 2. Infrastructure & Operations Roles DevOps Engineer: Bridges development and operations; manages CI/CD, deployments, and system reliability. Site Reliability Engineer (SRE): Focuses on uptime, scalability, and system monitoring. Production Engi…  ( 6 min )

Every company today depends on technology, from laptops and servers to the software tools that keep daily work running. Managing all these assets is the role of IT Asset Management (ITAM). To do it well, professionals need more than just experience. Employers want assurance that candidates understand standards, compliance, and cost control. That’s where IT Asset Management certifications make a difference. This article explores the certifications employers value most, why they matter, and how they can impact your career. Why Employers Value IT Asset Management Certifications For employers, certifications are more than just a line on a résumé. They are proof that a professional has taken the time to study recognized practices and can apply them in real workplace situations. Here are some …  ( 9 min )

JavaScript Fundamentals 🍝 wael.hajji ・ Aug 19 #webdev #programming #javascript #learning  ( 5 min )

Problems Solved: #125 Valid Palindrome #15 3Sum This continues my daily series (Day 5: String + Two Pointers + Sorting). Today is a special day 🎉 — I’ve officially hit my 5‑day streak of solving and documenting problems. My goal is to keep this streak going consistently and build strong problem‑solving momentum. Today’s focus was on two classic patterns: String cleaning + two‑pointer palindrome check (ignoring non‑alphanumeric characters). Sorting + two‑pointer pair search inside a triple loop for 3Sum. Practiced careful duplicate skipping logic to avoid redundant answers. Saw how the same two‑pointer pattern can apply to very different problem types (string vs. array sum). class Solution: def isPalindrome(self, s: str) -> bool: s = ''.join(c.lower() for c in s if c.isalnum…  ( 7 min )

From Art, To Development. Mahad Asif 15-year-old professional game dev from Pakistan. 5+ years experience, youngest dev at Quantum Solutions. Built AR/VR games, RentOut.pk platform & OpenDev AI system. I'm Mahad Asif, a 15-year-old living in Pakistan, professionally employed as a game developer full-time while continuously working on side projects and learning new technologies. While being primarily a developer, I maintain a strong sense of art and sophistication that influences my work. My journey began at age 9 when I created my first game on the Struckd 3D platform (now owned by Unity). From that spark of creativity, I've evolved into a multi-disciplinary professional with expertise spanning game development, web technologies, artificial intelligence, UI/UX design, and 3D modeling…  ( 17 min )

What Are STEM Courses? STEM represents the fields of Science, Technology, Engineering, and Mathematics— core fields that play a crucial role in driving technological advancement and economic growth worldwide. Science includes subjects like Physics, Chemistry, Biology, Earth Sciences, and Environmental Science. These fields are ideal for students interested in research, healthcare, genetics, climate change, and pharmaceuticals. Technology encompasses fields like Computer Science, Information Technology, Software Engineering, Artificial Intelligence (AI), and Cybersecurity. As industries undergo rapid digital transformation, the demand for skilled technology professionals continues to grow globally. Engineering spans Mechanical, Civil, Electrical, Aerospace, Mechatronics, and Robotics. Read more  ( 5 min )

Overview This guide describes the technical steps to offboard a user in OpenIAM. Offboarding ensures that user sessions are terminated, access to systems is revoked, and all actions are logged for compliance and audit purposes. Key objectives: Deactivate user accounts in OpenIAM and connected systems. Terminate any active user sessions. Remove access rights, roles, and entitlements. Record events in audit logs. Verify expected results and troubleshoot common issues. Input: User identity information (login ID, employee ID, email). Target system provisioning configuration. Business policies for deactivation and access revocation. Logging and monitoring configuration. Output: User account deactivated in OpenIAM. Active sessions terminated. Roles, groups, and entitlements remo…  ( 6 min )

“What got you here won’t get you there.” That saying holds true in software development more than anywhere else. Imagine this: You’ve built a solid back-end system that works perfectly for your startup’s first 1,000 users. Everything is smooth… until suddenly you hit 10,000 users, then 100,000. Suddenly, performance drops, errors multiply, and adding new features feels like trying to fix an airplane mid-flight. This is the story of countless developers and companies who start with a monolithic architecture—and eventually discover the need for something more flexible, more scalable, and more maintainable. Enter Microservices Architecture. What Are Microservices, Really? In simple terms, microservices break down an application into smaller, independent services that communicate with each oth…  ( 7 min )

Code is not just for machines — it’s for people. Future-you (or your teammates) will have to read, understand, and modify your code. That’s why clean code matters. It makes projects easier to maintain, scale, and debug. Here are 10 essential clean code principles to level up your development skills: Variables, functions, and classes should describe what they do. # Bad x = 10 def doStuff(): ... # Good max_retries = 10 def calculate_discount(): ... A function should do one thing, and do it well. Don’t scatter mysterious numbers/strings in code. Use constants instead: // Bad if (status === 404) { ... } // Good const NOT_FOUND = 404; if (status === NOT_FOUND) { ... } Use a consistent style guide. Python → Black / PEP8 JavaScript → Prettier / ESLint Formatting tools remove debates and keep code uniform. Why, Not What 💬 Your code should explain what is happening. Comments should explain why: # Bad i += 1 # increment i by 1 # Good i += 1 # move to the next index for processing If you copy-paste code, that’s a red flag. Extract it into a function or utility. Handle errors early and clearly. Don’t let issues hide deep in your program. Tests = clean code’s safety net. They ensure changes don’t break existing functionality. Avoid over-engineering. If your solution is complicated, ask: “Is there a simpler way?” Code ages. As requirements change, revisit and clean it up. Small, frequent refactors are better than giant rewrites. Clean code isn’t just about style — it’s about maintainability, readability, and professionalism. The cleaner your code, the easier it is for others (and your future self) to work with it. 💬 Which clean code principle do you struggle with the most? Or do you have your own golden rule? Share it in the comments 👇  ( 6 min )

(Automated) testing is probably one of the most overlooked technique in the programming world. Traditionally in the software development industry we had a clear separation between "programmers" or "coders" or "software engineers" on one hand and "qa people" or "testers" on the other hand. The latter would do the manual testing, the Quality Assurance of the product. Traditionally the company and thus the programmers relied on the QA people to find the bugs and to ensure high quality. This approach was never really good, but today it totally breaks down for a variety of reasons in a number of cases. While the application growth and has more and more complex feature the time and manpower allocated for manual QA stays constant or growth at a much slower pace. As the gap between complexity of t…  ( 7 min )

Monitoring emails in real-time is a common requirement for businesses. With Microsoft Graph API, you can automatically log email details, download attachments, and maintain daily logs. In this article, we’ll create a .NET Web API to handle email notifications. Microsoft Graph API provides access to Office 365 services like emails, calendars, and users. With this setup, we can: Subscribe to a user’s inbox Receive webhook notifications for new emails Log email details to a file in JSON format Download attachments automatically This is useful for automated email monitoring and reporting. Before starting, ensure you have: .NET 6/7/8 project Visual Studio or VS Code Office 365 account NuGet packages: Microsoft.Graph Azure.Identity Newtonsoft.Json 3.1 Register an Application in Azure i. Go to…  ( 7 min )

Running AI models in the browser used to be a pipe dream. Neural networks required powerful GPUs, gigabytes of memory, and server-side processing. But what if I told you we're now running a complete text-to-speech AI model entirely in your browser, with no server communication whatsoever? This is the technical story of how we built our Text to Speech tool using KittenTTS, ONNX Runtime, and WebAssembly—creating a privacy-first, unlimited AI voice synthesis system that runs completely client-side. The Technical Challenge Traditional text-to-speech systems rely on server-side processing for good reason: Model size: Neural TTS models can be hundreds of megabytes Computational complexity: Voice synthesis requires intensive matrix operations Memory usage: Audio generation consumes significant RA…  ( 11 min )

Introduction When you install software on Linux, you don’t always download it from a website like on Windows or macOS. Instead, Linux uses package managers. RPM and YUM. They work together but solve different problems. RPM (Red Hat Package Manager) is the low-level tool for handling software packages. A package is usually a .rpm file that contains the software and metadata about it (version, dependencies, etc.). RPM can install, remove, or query a package directly. rpm -ivh mypackage.rpm # installs a package rpm -e mypackage # removes a package ⚠️ Problem: RPM does not automatically resolve dependencies. If software A needs software B, you must install B yourself. YUM (Yellowdog Updater, Modified) is a higher-level tool that builds on RPM. It automatically resolves dependencie…  ( 6 min )

In the era of data-driven transformation, breaking down “data silos” is the cornerstone of every enterprise’s digital journey. As the next-generation high-performance, distributed, and massive-scale data integration framework, Apache SeaTunnel stands out with its powerful connector ecosystem that can “connect everything.” Today, we bring you the most complete list of Apache SeaTunnel Source connectors ever, showcasing the breadth and depth of its ecosystem. Whether you’re an architect, data engineer, or developer, this list is worth bookmarking! Apache SeaTunnel, with its highly pluggable architecture, can easily integrate with various data sources. Developers don’t need to worry about implementation details—simple configuration is enough to read and write massive datasets. Below, we categ…  ( 8 min )

雑多なメモの記録にdev.toを使うことにした 短文でもよさそう テック系以外も大丈夫そう 過去の投稿日にすることはできないようなので、本文に日付を入れた とりあえず地道に投稿してたがlimitに引っかかるようになったので、バッチでimportしたくなった devto-cliを試したが使いづらかった 自前で用意することにした https://github.com/suzulabo/devto-posts ChatGPTの出力を手直し 5秒のインターバル開けても3投稿くらいでFailed to post article: 429 Too Many Requestsのエラーになった 60秒開けたら最後までできた 今後は普通にWebコンソールから入力する  ( 5 min )

Hello again to all the people who are still here! For this week, on my 2nd game/mini project, I created the usual stuff, game.cpp, .h, main.cpp and added the ability to close the window with the toolbar and the escape button which I'll always think is a neat touch I also learned to create a player class! It was a bit complicated to integrate it but in the end I could get it to work and could see my player in the game window when I ran the app! I'm so excited for what's next, I hope I could get to do more though as I haven't been doing well these past a couple of weeks Anyhow, stay safe and see you all again soon! Maybe even sooner than you might think cause one week goes by really fast I'm always surprised.  ( 5 min )

When recording coding tutorials, I found myself spending more time editing out typing errors than teaching. So I built ChoreoTyper, a free utility that automates keystrokes from a text file into the active window. ✨ Use cases: Coding tutorials (no typos, repeatable scripts) Live demos (type pre-written commands/code) Reducing editing work for creators 🛠 Built in C#, works with .NET 10 preview. 📹 Short demo video Project Page Source code Would love feedback from other tutorial creators!  ( 5 min )

Make Your HTML Stand Out with These 11 HTML Tags you be might be missing out Muhammad Usman ・ Jan 17 #html #css #webdev #javascript  ( 5 min )

Introduction "The Art of Programming is the Art of Organizing Complexity" - Edsger Dijkstra I'm not a dogma guy, so don't expect me to talk about "ports and adapters" or "clean architecture" here. Instead, I want to share a mindset that has helped me and many others build better software. What follows is not just about software, but about how to think like a great developer. Let's picture the following: you hand a group of developers a huge pile of LEGO bricks and ask them to build a rocket. Some will sketch blueprints, carefully laying out every component before placing a single brick. Others will immediately start building, creating elaborate structures, only to watch them collapse under their own complexity. But a rare few - the best developers I've worked with - will do something dif…  ( 9 min )

Understanding the Core Technologies When building AI agents, you'll face a critical decision: should you use Model Context Protocol (MCP) or traditional APIs? This choice can dramatically impact your agent's capabilities, performance, and development timeline. MCP serves as a universal translator between AI systems and external services. It creates a natural language bridge that enables LLMs to independently discover and utilize tools based on the situation at hand. The key advantage? Autonomous discovery and usage without explicit programming. Meanwhile, traditional APIs (REST, GraphQL, etc.) continue to serve as the foundation of software integration. When building with APIs, you're essentially pre-determining what your agent can do at design time through hard-coded calls or function i…  ( 12 min )

Web Components & Custom Elements: Building Reusable UI with Native Power Introduction In the ever-evolving landscape of web development, component-based architecture has emerged as a cornerstone for building complex and maintainable user interfaces. While frameworks like React, Angular, and Vue.js offer powerful component models, the web platform itself provides a native solution: Web Components. Web Components are a set of web platform APIs that allow developers to create reusable, encapsulated, and interoperable custom HTML elements. This article delves into the world of Web Components, focusing specifically on Custom Elements, one of the core specifications that enable their creation. We'll explore the prerequisites, advantages, disadvantages, features, and provide practical examples …  ( 9 min )

This article focuses on optimization. The previous article introduced a complete compilation script that successfully builds the WebAssembly version of GDAL. However, the compilation results are not suitable for production environments because: Excessive file sizes: Core wasm file (27MB), glue code (272KB), data file (11MB) Redundant glue code: Contains Node.js and bash environment code, impossible to tree-shake Debug info in production: Debug information is unnecessary in production environments File size is the most critical issue—total artifacts exceed 38MB, which is unacceptable for any web application. Additionally, the Makefile contains misconfigurations. Since emsdk silently ignores unsupported compilation options during build, these errors don't halt compilation. This article will…  ( 8 min )

Hey everyone – I'm a dev who got hit hard by subscription fatigue. You know the feeling: every cool AI tool wants a monthly fee, and before you know it, you're juggling a dozen paid plans. I reached a point where I thought, there has to be a free, open-source way to do this stuff. Good news – there usually is! Open-source AI tools are not just about saving money; they give you control over your data, the ability to self-host, and often a whole community adding new features. In this post, I'll share seven open-source tools that have replaced big chunks of my paid stack. These tools boost productivity, automate tedious workflows, and just make life easier – all without the recurring bills. Manus is a powerful multi-agent AI tool, but it's proprietary and pricey: it charges $39 per month f…  ( 9 min )

Graphics programming in Linux during the 1990s was fragmented, with developers forced to choose between virtual consoles, svgalib, and the X Window System. Each subsystem came with its own interfaces, constraints, and quirks. This created challenges for developers who wanted to write applications that worked reliably across different environments. The General Graphics Interface (GGI) project was introduced to address these challenges by offering a more portable and secure approach to graphics handling. The project’s vision centered on portability through a flexible API that could reduce complexity for developers. By simplifying API integration across backends and platforms, GGI aimed to eliminate the need for redundant code in graphics applications while also making them easier to adapt an…  ( 7 min )

1. What is Algorithm Complexity? Algorithm = step-by-step procedure to solve a problem. Complexity = how much time or memory it needs as input size grows. We measure this using Big-O notation. 2. Why Big-O Notation? It describes the growth rate, not the exact time. Helps compare algorithms (fast vs slow) independent of hardware. Example: One algorithm takes 1 second for 1000 inputs, another takes 10 seconds — Big-O tells us how this scales when inputs grow to 1 million. 🔹 O(1) → Constant time Same time, no matter the input size. Example: access arr[5], simple formula like n(n+1)/2. 🔹 O(log n) → Logarithmic time Input size shrinks in half each step. Example: Binary Search in a sorted array. 🔹 O(n) → Linear time One loop over all n items. Example: Find the max element in an array. 🔹 O(n log n) → Linearithmic time Appears in efficient sorting algorithms. Example: Merge Sort, Quick Sort. 🔹 O(n²) → Quadratic time Double loop → compare all pairs. Example: Bubble Sort, checking all pairs in a matrix. 🔹 O(2ⁿ) → Exponential time Doubles work for each extra input. Example: Recursive Fibonacci, brute force subsets. 🔹 O(n!) → Factorial time Explodes very fast → all permutations. Example: Traveling Salesman (brute force). Formula: Already solved shortcut, runs in O(1). Example: Sum of first n numbers = n(n+1)/2. Algorithm: Step-by-step method to compute the answer. Example: Loop through numbers and add one by one = O(n). ✅ TL;DR: Big-O tells us how fast/slow an algorithm grows with input size. Formulas are direct (O(1)), algorithms can vary (O(n), O(n log n), etc). Choosing the right algorithm = huge performance difference in real-world apps. If you found this helpful, consider supporting my work at ☕ Buy Me a Coffee.  ( 6 min )

This document provides a step-by-step guide for porting and calibrating the TSC2007 resistive touchscreen controller on the Forlinx OKMX8MP-C development board running Linux kernel 5.4.70. Purpose: Help developers enable and configure the TSC2007 driver so that resistive touchscreens can work properly on the OKMX8MP platform. The TSC2007 is a low-power resistive touchscreen controller launched by Texas Instruments (TI). It adopts a 4-wire interface, integrates a 12-bit Analog-to-Digital Converter (ADC), and features an I²C communication interface, supporting a wide voltage range from 1.2V to 3.6V. https://www.forlinx.net/article_view_718.html  ( 5 min )

It’s not always a provider issue. In most cases, it comes down to how Linux allocates resources and how system tools report them. Here’s why: Memory: The kernel + firmware reserve a slice. Tools also report in MiB/GiB, not MB/GB. Disk: Some space goes to system partitions + unit conversions. In short: what you see is expected. Nothing “missing” - just Linux doing its thing. Full breakdown with examples is here: https://lnkd.in/ezSEyDKa  ( 5 min )

Overview This guide describes the technical steps to onboard a new Managed System into OpenIAM. Onboarding ensures that user accounts, groups, and entitlements in the target system (e.g., Active Directory, LDAP, HRMS, or application database) are synchronized with OpenIAM. Key objectives: Establish a secure connection to the target system. Define attribute mappings for users and groups. Apply validation and transformation rules. Test user creation and synchronization. Verify expected results and troubleshoot common issues. The audience is IAM administrators, system integrators, and support engineers. Steps to configure a managed system: Login as IAM Administrator in OpenIAM Web Console. Navigate to Administration → Provisioning → Managed Systems. Click New to create a managed system. …  ( 6 min )

The Excel Sheet That Broke Ankita Picture this scenario that's painfully common across Indian businesses: It's month-end. Ankita, CFO of a growing EdTech startup, stares at her screen showing 1,847 bank transactions. Her team needs to match each one to a student account. Some paid via NEFT with cryptic references like "FEES" or just their child's nickname. Others used IMPS with transaction IDs that don't match any invoice. "We're an education company," she tells her CEO during yet another late-night reconciliation session. "But I spend 60% of my time being a detective, matching payments to students." This hypothetical scenario plays out in thousands of Indian businesses daily. The irony? In an era of instant payments, businesses still reconcile like it's 1995. To understand the scale of …  ( 8 min )

Ensuring your environment is secure goes beyond just installing an antivirus security product on your servers. You need to think about protecting your storage, your apps, containers, databases, identity and much more… And you need to pick the right product to protect those workloads. In this article, we’ll explore how Defender for Storage works, its key features, pricing, and how to enable it within the Azure portal. Microsoft Defender for Storage is a cloud-native security solution that is designed to protect Azure Storage accounts from various threats. It provides threat detection by analysing data access patterns, scanning for malware and leveraging Microsoft’s threat intelligence. Defender for Storage supports Azure Blob Storage, Azure Files, Azure Data Lake Storage and Azure Queues…  ( 7 min )

When people hear that I worked on distributed storage at Meta, they assume I must have taken the intensely technical path: writing C++ from day one, digging deep into operating systems, and building algorithms from scratch in college. JavaScript? Web development is one of the best places to start your career as a software engineer, even if your goal is to work on systems. I didn't fully understand memory models or system calls when I started programming. But I did understand one thing: I wanted to build something real. Even building a login form introduces you to concepts like authentication, state management, HTTP protocols, layered architecture, and interfacing with databases. These are not minor ideas - they're foundational. I promise, you'll be far better prepared than someone who tries to start at the deepest end of the pool and is overwhelmed by abstraction. Every complex system you admire has started somewhere small. Google started with a basic search box. Facebook started as a student directory. Even the most advanced distributed systems begin as simple requests, moving through a stack of layers, each doing its job. Start with web development. Not because it's easy. But because it's one of the most effective ways to learn how computers work, and how people use them. And if you stick with it, you'll be surprised at how far it takes you. I certainly was.  ( 8 min )

Background – How I Landed the Task When I first joined Ozone, one of my first assignments was migrating node services to Supervisord. Soon after that, my CTO dropped a bigger challenge on my plate—something more open-ended: "Why don't you build us a tool to validate the configs we generate?" Now, here’s the tricky part—each client has their own environment, which means their generated configuration files look different. Manually validating them is not very practical. What worked for one client would completely break for another. That’s when we needed custom tooling, tailored for this validation. And before we dive in—don’t worry, this isn’t going to be a deep dive into technical jargon. My goal here is to share the approach I took to build it, the thinking process, and a few lessons (and…  ( 7 min )

It feels so great when you buy a shirt, and while paying you find out another one is free. We all love free stuff, don’t we? Now, when you’re just starting to build your website, do you really want to pay for hosting before you’ve even earned a single dollar from it? I know even wealthy people like you wouldn’t say no to free hosting 😂. Luckily, there are several cloud platforms with free tiers. One of the best is Netlify. Netlify is a platform to build, deploy, and manage modern web apps—and yes, you can deploy your React app there without paying a dime. In this tutorial, I’ll show you how to do it. Don’t worry, I won’t be customizing the React app—we’ll stick with the boring default landing page. Why? Because I’m lazy 😪. Steps: Open your workspace in Visual Studio Code. Open the terminal and create a new React App, using the command npx create-react-app app-name. Go to your app folder and run the command npm start. React's default landing page should show up at http://localhost:3000. Push your code to GitHub. Login to Netlify using Github account. Enter Signup Questions. From the List of Git providers select GitHub. Select and authorise Netlify to access your repository. Start deploying your React project. Below command is used to build your project Once your build is successful your website will be published. If you haven't given any name to your website Netlify will generate a random name. You can click on the link and open your website. You can change the name of your website by navigating to Project Configuration-> Change Project Name. Now click on your website link and share your website. Boom! Your React app is online. And you didn’t even have to touch a server, configure domains, or sell your kidney for hosting fees. Netlify did all the heavy lifting while you sat back lazy (respect ✌️).  ( 6 min )

Found a clean and minimal changelog template built with Next.js 15. It's great for quickly setting up a page to showcase product releases and updates. Key features: ✨ Visual timeline design 🌙 Automatic dark mode 🔄 MDX support for content 📱 Fully responsive ⚡️ Built with React Server Components The project structure is straightforward, using the App Router, and it's easy to add new entries. The tech stack includes Tailwind CSS and shadcn/ui. 👉 Blog Post 👉 GitHub Repo 👉 Live Demo  ( 5 min )

Ever felt stuck when your HTTP Request node fails in n8n? You’re not alone. At first, working with external APIs in n8n feels like magic—until it doesn’t. Suddenly, your automation breaks, and the error message looks like a foreign language. Don’t worry. In this post, I’ll walk you through how to debug these issues in a clear, beginner-friendly way. Let’s turn those red error logs into green check marks. The HTTP Request node in n8n lets you talk to other services—like Slack, Airtable, or any public API. But it’s easy to trip up on common issues. Here are 3 of the most frequent mistakes, and what to do instead. The issue: You’re sending a GET request when the API expects a POST, or vice versa. How to fix it: Double-check the API docs. Confirm if the endpoint expects GET, POST, PUT, or DE…  ( 7 min )

An enumerated field has only several values. The format of filtering condition specified on an enumerated field (f) can be f =v1 or f=v2 or…, f !=v1 and f !=v2 and…, in or not in. The database compares f with n values. When the data table is large, there is a great number of comparisons, resulting in low performance. The larger the value of n, the lower the performance. If no comparisons are involved for performing the filtering operation, the performance will become much higher. esProc SPL offers alignment sequence mechanism to achieve that target. Take the orders table to look at how to use the alignment sequence. First, determine the range of values in an enumerated filed. customer_id field has a corresponding dimension table and its value range can be determined. Neither employee_id fi…  ( 8 min )

When you submit a PR, it includes a wrong previous commit. How to remove these commits? If you are developing on another branch, switch to that branch. If you are developing on main, you can skip this step. git checkout your-branch In Github, view the current PR and check how many commits it includes. Replace n in the following command with the number of commits and execute it (if you have synchronized the fork, there will be new commits in Github, but they will not be shown in VS Code, so the rebase result may be earlier than the first commit of the PR): git rebase -i HEAD~n In the command line, you will see something like the following text: pick 888a17a add pnpm setting in windows (#15) pick 472jkda add pnpm setting in windows pick 472bd9c add switch butoon pick 0369726 add dark theme change …… The commit with the Github PR number will be shown with a hash symbol and the PR number. For example, if I want to remove the second commit, I will change pick to drop. To force push the changes, use the following command: git push origin HEAD:your-branch --force This will force push the changes to Github, and the PR commits will be updated.  ( 5 min )

“One machine can do the work of fifty ordinary men. No machine can do the work of one extraordinary man.” — Elbert Hubbard Global Scopes are Essential: They provide automatic tenant filtering at the model level, preventing data leakage even if developers forget manual filtering. Multiple Resolution Methods: Support subdomain, custom domain, and path-based tenant resolution for flexibility. Defense in Depth: Implement multiple security layers: model scopes, middleware validation, authorization policies, and database constraints. Performance Matters: Use proper indexing and tenant-aware caching strategies to handle scale effectively. Test Thoroughly: Comprehensive testing ensures that tenant isolation works correctly across all scenarios. Overview Multi-Tenancy Patterns Implementation Securi…  ( 9 min )

In 2025, the startup game is different. The tools, architectures, and processes that once gave early adopters a small advantage are now the deciding factors between leading the market or falling behind. Founders who embrace them can ship faster, scale smoother, and win funding more easily. Those who don’t risk slower launches, higher costs, and investor hesitation. Across B2B SaaS, FinTech, HealthTech, Energy, and tech-enabled services, the pressures are the same: teams are lean, capital is tight, and user expectations are higher than ever. McKinsey reports that early adopters of modern practices can double revenue growth. Gartner says AI-assisted coding and CI/CD can cut time-to-market by 55 percent. PwC finds automation and cloud-native approaches can reduce operational expenses by up to…  ( 7 min )

CSS can be frustrating, especially when your styles don’t show up the way you expect. You write the code, but colors, fonts, or layouts look off, and you’re left scratching your head. What went wrong? Most of the time, it’s because inheritance, specificity, and the cascade aren’t clear. Once you get these basics down, you’ll write cleaner, more predictable CSS and finally stop struggling with styling. In this post, you’ll learn how inheritance, specificity, and the cascade work together to decide which styles actually get applied, with easy examples and tips you can start using today. Before we get started, don’t forget to subscribe to my newsletter! Get the latest tips, tools, and resources to level up your web development skills delivered straight to your inbox. Subscribe here! Now, let’…  ( 7 min )

Hello Fellow, Goal: Today’s goal is to create an API for sending (initially) whatsapp messages, but we are not doing it programmatically as usual. Since I am learning n8n basics, the idea is to use it. For this we are going through 4 steps: Preparation: Meta Developer Account and WhatsApp Setup Run an n8n Instance with Docker Build the WhatsApp Workflow in n8n Test Your WhatsApp API Go to Meta for Developers and create a Meta Developer Account. Create an App (type: Business) and go to WhatsApp → Getting Started. Getting started with WhatsApp api You’ll get: Temporary Access Token (valid 24h). Phone Number ID. WhatsApp Business Account ID. A test phone number is provided (sender). You must add recipient phone numbers manually for testing. Remember: you must generate a permanent token late…  ( 7 min )

API versioning is the method of managing different versions of an API over time. As APIs evolve, new features are added, existing structures are modified, or removed. This can cause applications that use the API to break. API versioning allows us to make these changes in a controlled way, ensuring that existing users can continue to work without being affected. Why is it Important? 🚀 Maintains backward compatibility 🚀 Allows new versions to be released without affecting users of older versions 🚀 Enables large changes to be rolled out step by step 🚀 Lets API consumers choose which version they want to use 🚀 Simplifies the development and maintenance process 🚀 Provides the ability to fix bugs or shortcomings in new versions ✅ In short, API versioning ensures that an API remains safe, compatible, and sustainable for both developers and users.  ( 5 min )

Check out this Pen I made!  ( 5 min )

EF Core has been my go-to ORM for many years because it significantly improves developer productivity. While Database-First allows rapid model generation from existing databases, and Code-First provides flexible schema migrations, both approaches can slow down development when manually configuring complex entities and relationships. Luckily, there is a more efficient and modern way: the Model-First approach. One of the best tools for implementing the Model-First approach is Entity Developer by Devart. It features an intuitive drag-and-drop interface that lets you easily visualize and manage your data models, significantly reducing manual coding and errors. Today, I will show you how to rapidly design, generate, and synchronize your EF Core models for PostgreSQL databases using Entity Devel…  ( 13 min )

2025-05-08 申請用総合ソフトで行う アカウントは個人で OK(法人用は特にない) 登記申請書(法人等用)を使う 参考 https://www.touki-kyoutaku-online.moj.go.jp/toukinet/taiken/taiken_zeninjuunin.html https://houmukyoku.moj.go.jp/homu/shogyo_online03.html 法人番号で検索した住所のハイフンが外字扱いだったので、直接入力に切り替えて入力した 電話がかかってきて以下のような文言修正を要求された 添付ファイルに電子署名が必要 議事録の「第 2 号議案：代表理事の重任について」を「第 2 号議案：理事及び代表理事の重任について」 同様に「任期満了に伴い、鈴木健志を理事及び代表理事に再任することを決議した。」 「なお席上就任を承諾した。」の文言を追加。同意書なしのため必要らしい。 「役員に関する事項」 「資格」理事 「住所」広島県広島市xxxxxxx 「氏名」鈴木健志 「原因年月日」令和７年４月３０日重任 総合ソフトサポート 050-3786-5797 PDF の署名は「ツール」「PDF ファイルの署名」 電話が終了してしばらくすると「補正」ができるようになる。これを行うとデータがもう一つできるので、それを修正して送信する。  ( 5 min )

I’m excited to share my latest open-source project: ngxsmk-stripe, an Angular 17+ plugin that makes integrating Stripe payments simple, customizable, and future-proof. If you’ve ever tried to integrate Stripe into an Angular app, you know it can feel a bit overwhelming. I wanted a solution that was: ✅ Angular-first (built with standalone components) ✅ Future-proof (compatible with Angular 17+) ✅ Flexible (one-time payments + subscriptions) ✅ Customizable (SCSS theming + Stripe Appearance API) ✅ Developer-friendly (success/error event emitters) That’s how ngxsmk-stripe was born! 💳 One-time payments via Stripe PaymentElement 🔄 Subscription & recurring billing with SetupIntent 🎨 Theme customization using SCSS + Stripe Appearance API 🌍 Localization support (locale input) ⚡ Standalone Angul…  ( 6 min )

React 19 didn’t just polish Suspense — it turned it into one of the framework’s core superpowers. loading, streaming, and error handling in a way that makes your app feel faster and more reliable. In this guide, we’ll break down the new capabilities step-by-step, show you how they fit together, and give you patterns you can drop into real projects today. Here’s your roadmap. Table of Contents Setting the Stage: Why Suspense Matters More in React 19 A Quick Recap — Suspense in React 18 The Big Shift in React 19 Why This Matters Mental Model Suspense + Data Fetching Enter React 19’s use Hook Nested Boundaries for Multiple Async Calls Multiple Async Resources in One Component Why This Is a Big Deal Streaming Server Rendering (SSR) The Streaming Shift in React 19 How It Works With Suspense…  ( 14 min )

Check out this Pen I made!  ( 5 min )

project: https://www.npmjs.com/package/madge ": ["./app/"] } } command: madge ./app --ts-config ./tsconfig.json --json > dependencies.json content in dependencies will show the dependencies. however, the disappoint thing is no transitive dependencies (indirect dependencies) feature  ( 5 min )

Drop-in spinner for any Angular 17+ button (no CSS imports): ngxsmk-button-spinner Add a loading spinner to any existing with one attribute. No global stylesheet. SSR-safe. A11y-friendly. ngxsmk-button-spinner is a tiny Angular 17+ directive that overlays a spinner on your button during async work. ✅ Drop-in: [ngxsmkButtonSpinner]="loading" ✅ Two modes Inline (default): spinner appears after the text with a small gap Overlay (centered): [ngxsmkButtonSpinnerHideLabel]="true" ✅ Zero CSS imports — styles are injected once ✅ CSS variables theming (bind directly in the template) ✅ A11y: role="status", configurable aria-label ✅ SSR-safe 🧩 Install npm i ngxsmk-button-spinner Peer deps: @angular/core@>=17, @angular/common@>=17. // app.component…  ( 6 min )

I recently rebuild a nextjs app to increase the pagespeed scores from ~50 to 90 on mobile devices. I won't be able to disclose the website name/domain, however I will go over the choices I made to improve the score drastically. First and foremost, I made sure that every image/video asset is in webp. This was the most important aspect of increasing the page speed. Lazy load google analytics script Lazy load images after the website is loaded. Component I choices. I primarily used shadcn and manually built most of my components.  ( 5 min )

Theme manager for Oh My Posh that lets you browse, preview, install, activate, add custom and tweak themes directly inside your terminal. 💻 Fast and simple: runs from terminal. Simple interface. 🔍 Real-time Search: Filter local and remote theme repo ⚡ Fast Installation: Single or multiple theme download 🔄 Easy Theme Switching: Theme activation (Bash/Zsh/Fish) 🗂️ Dual Panel Interface: Local and remote theme management 🎯 Custom Repositories: Add themes from Git repository (json has to be in root) 🎨 Theme Customization: Built-in color editor 🎨 Basic Previews: Sample prompt structure with basic metadata (Name, Version, Source, Color variation) 🚀 Performance Optimized: Smart caching and modular architecture Before using this tool, you need: Oh My Posh installed - Visit ohmyposh.dev f…  ( 9 min )

The Netflix Approach for Agency Client Portals: How Transparency Increased Our Retention 47% Pratham naik for Teamcamp ・ Aug 20 #documentation #productivity #devops #discuss  ( 5 min )

Java interviews often include tricky questions—not to confuse you, but to test how deeply you understand the language. The good news? With the right analogies, even the toughest questions become easier to remember and explain. 🔹 Question 1: Can We Override a static Method? ❌ No, static methods cannot be overridden (they belong to the class, not the object). Analogy: 🔹 Question 2: Why is String Immutable in Java? Answer: For security, caching, and performance reasons. Analogy: 🔹 Question 3: What Happens If You Don’t Override hashCode() and equals()? If you put objects in a HashSet or HashMap, unexpected behavior occurs—duplicates may not be recognized. Analogy: 🔹 Question 4: Difference Between == and .equals() == → Checks reference (are they the same object in memory?). .equals() → Checks value/content. Analogy: 🔹 More Tricky Questions What’s the difference between final, finally, and finalize()? Can a constructor be abstract? How does class loading work in Java? 🔹 Full List of Tricky Questions with Analogies I’ve prepared a complete guide with real-world analogies that make tricky Java interview questions easy to master 👉 🔹 Final Thoughts Tricky questions aren’t about “catching you off guard.” They’re about checking if you can explain concepts clearly and logically. Next time you’re asked one, use a simple analogy—it’ll impress the interviewer far more than a textbook definition. ✍️ Originally published via AnalogyAndMe.com  ( 6 min )

Every website has a CMS. WordPress, Shopify, Contentful — platforms that make content management simple and instant. Why do apps lack the same content management flexibility as websites? Product managers, marketers, and even compliance teams often need quick updates: Change a banner for a flash sale Update legal disclaimers Fix onboarding text Roll out seasonal content None of these should require a rebuild. ResyncBase is filling this gap: Built for React Native apps Instant content updates Live previews on iOS & Android Version history & rollback The Benefit Beyond Speed? Empower non-developers to make changes Reduce developer distraction Keep users happy with bug-free, up-to-date content Just as websites couldn’t scale without CMS platforms, mobile apps can’t stay competitive with app store delays. Join the ResyncBase waitlist now at www.resyncbase.com  ( 5 min )

📘 Top 50 Java Interview Questions Every Developer Must Master Java remains one of the most popular programming languages in the world. From startups to FAANG companies, Java interview questions are a staple for backend, full-stack, and system design roles. If you’re preparing for your next job, here’s a curated list of essential Java questions you must know. 🔹 Core Java Questions What is the difference between JDK, JRE, and JVM? Explain OOP principles with examples. How does Garbage Collection work in Java? Difference between == and equals()? What are checked vs unchecked exceptions? 🔹 Advanced Java Questions How does Java memory model work (Heap, Stack, Metaspace)? What are functional interfaces in Java 8? Difference between HashMap, LinkedHashMap, and TreeMap? What are streams and lambda expressions? Explain multithreading vs concurrency. 🔹 Tricky Interview Questions Can we override a static method in Java? What happens if you put a custom object in a HashSet without overriding equals() and hashCode()? Difference between final, finally, and finalize()? Why is String immutable in Java? What is the diamond problem and how does Java solve it? 🔹 System Design & Real-World Questions How would you design a thread-safe Singleton in Java? Explain producer-consumer problem in Java. How would you build a high-concurrency system using ExecutorService? 🔹 Where to Find the Complete List I’ve compiled a detailed guide of the top 50 Java interview questions with clear answers and explanations here 👉 🔹 Final Thoughts Interviews aren’t just about writing code—they’re about how well you understand Java’s internals and can explain them clearly. Mastering these 50 questions will give you the confidence to tackle anything from entry-level coding rounds to senior-level system design interviews. ✍️ Originally published via AnalogyAndMe.com  ( 6 min )

Have you ever scrolled through Twitter/LinkedIn and seen indie hackers bragging about their SaaS hitting $10k MRR and thought: “That’s cool, but I’m not building the next Stripe. So why should I bother?” Here’s the thing: building even a tiny SaaS app — whether it makes $1 or $0 — can teach you skills that tutorials and side projects simply can’t. In this post, we’ll explore why developers should build mini SaaS projects, what you’ll learn, and how to get started (without burning out). Most dev projects are to-do apps or clones. Nothing wrong with that, but they usually stop at: CRUD operations Local testing Maybe a login screen A SaaS project forces you to think bigger, because you’ll need things like: Authentication & security → handling real user accounts Payments & sub…  ( 7 min )

🏗️ Java System Design With Code: Building Scalable Systems Made Simple When interviewers ask you system design questions in Java, they’re not just testing syntax—they want to know if you can think like an architect. But don’t worry: with the right patterns, examples, and mindset, system design in Java becomes much less intimidating. 🔹 Why System Design Matters Companies like Amazon, Google, and Netflix want developers who can design systems that scale. Writing code is one thing—but designing how components interact is the real test. Good design = performance, reliability, and maintainability. 🔹 Key Principles Scalability – Can the system handle 1 user… or 1 million? Fault Tolerance – If part of the system fails, does the rest keep running? Readability – Clean, modular code that others can understand. Extensibility – Easy to add new features later. 🔹 Example: Designing a Simple URL Shortener Imagine building a Java-based URL shortener (like Bitly). Requirement: Convert long URLs into short ones. Approach: Use Hashing or Base62 encoding for unique IDs. Store mapping in a database (MySQL/NoSQL). Implement caching (e.g., Redis) for faster reads. Java Code Snippet import java.util.HashMap; public class UrlShortener { http://short.ly/"; public String shorten(String longUrl) { String key = Integer.toHexString(longUrl.hashCode()); map.put(key, longUrl); return BASE + key; } public String expand(String shortUrl) { String key = shortUrl.replace(BASE, ""); return map.getOrDefault(key, "URL not found"); } } 🔹 Patterns to Know for Interviews Singleton → For global resources like DB connections. Factory → For object creation flexibility. Observer → For event-driven systems. Builder → For constructing complex objects step by step. 🔹 Full System Design Guide I’ve written a detailed breakdown of Java system design with examples and code snippets here 👉 🔹 Final Thoughts System design is where Java knowledge meets real-world application. ✍️ Originally published via AnalogyAndMe.com  ( 6 min )

In this tutorial, we'll explore how to trigger an event when a user's email is verified in a Filament application. While this is primarily a Laravel concept, Filament fully supports and integrates with Laravel's powerful event and listener system. You'll see how to apply this to Filament projects seamlessly. We’ll cover: Creating a listener for the email verification event, Triggering actions such as Stripe registration or newsletter subscription, Testing the event with Event::fake, Extending the logic to other events like user registration or login. By the end, you'll understand how to leverage Laravel's event system in your FilamentPHP apps for advanced user workflows. To set up your project for enabling email verification on panel, you can check the first step of this article. Verified …  ( 7 min )

Preparing for Java interviews can feel overwhelming. You study OOP, memory management, exceptions, multithreading… but when you sit in front of the interviewer, nerves kick in. The secret? 👉 Analogies. 🔹 OOP Concepts: The Restaurant Analogy Class → Think of it like a menu. It defines what’s available. Object → An actual dish you order from the menu. Inheritance → A specialty restaurant that takes a base menu and adds its own flavor. Polymorphism → The same “dish” name, but prepared differently (spicy, mild, vegan). 🔹 Garbage Collection: The Janitor Analogy Garbage Collection in Java is like a janitor in a library. Readers (your program) borrow books (objects). When no one needs a book anymore, the janitor quietly clears it away. You don’t control when it happens—but you trust it to keep the library clean. 🔹 Multithreading: The Airport Analogy Imagine an airport with multiple runways. Each plane is a thread. The air traffic controller (CPU scheduler) decides who takes off and when. More runways = more concurrency, but too many planes at once causes chaos. 🔹 Why Analogies Work in Interviews They show you truly understand the concept (not just memorized definitions). They make your answers stand out compared to robotic textbook replies. Interviewers love candidates who can explain complex topics simply. 🔹 Full List of Analogies I’ve compiled a detailed guide of Java interview questions explained with analogies here 👉 🔹 Final Thoughts Whether it’s OOP, threads, or garbage collection, analogies stick. ✍️ Originally published via AnalogyAndMe.com  ( 6 min )

After Day 9, let's secure and balance traffic. If not default, create VPC: Console > VPC > Create VPC > Resources: VPC and more. Subnets: Public for internet access. Create SG: Allow inbound TCP 3000 from anywhere (for testing). Attach to service. Create ALB: EC2 > Load Balancers > Create > ALB. Target group: IP targets, port 3000. In service creation/update, add load balancer. Test: ALB DNS name. Networked and load-balanced! What’s Next? In Day 11, we’ll scale ECS services.  ( 5 min )

When it comes to Java, few things spark more debate in developer interviews than “Which version do you prefer—Java 8 or Java 17?” Both are milestone releases, but their features, performance, and interview relevance differ in key ways. Let’s break it down. 🔹 Java 8 – The Old Reliable Released in 2014, Java 8 revolutionized coding style with: Lambdas & Streams → Functional programming in Java Optional Class → Handling nulls more gracefully Date & Time API (java.time) → Finally, a modern replacement for Date For many companies, Java 8 is still in production, so interviews often test candidates on these fundamentals. 🔹 Java 17 – The Modern Powerhouse Fast forward to 2021, and we get Java 17, a long-term support (LTS) release packed with improvements: Sealed Classes → Better inheritance control Pattern Matching → Cleaner and safer type checks Text Blocks → Simplified multi-line strings New Garbage Collectors → ZGC & G1 for performance boosts Security & Performance → Stronger out of the box 🔹 Which One Should You Learn? If you’re preparing for interviews → Master Java 8 + Java 17 differences. Interviewers love to test migration knowledge. If you’re working on modern projects → Go for Java 17. It’s faster, more secure, and future-proof. 🔹 Side-by-Side Quick View Feature Java 8 Java 17 Lambdas & Streams ✅ Introduced ✅ Still relevant 🔹 Read the Full Comparison I’ve written a detailed, interview-focused breakdown of Java 8 vs Java 17 here 👉 🔹 Final Thoughts Java 8 → Still important, especially in interviews. Java 17 → Future-ready, packed with features, and here to stay. If you’re serious about Java interviews or upgrading your skills, understanding both is non-negotiable. ✍️ Originally published via AnalogyAndMe.com  ( 6 min )

Initially I struggled to find the right approach to the problem. I used 3 pointers thought it would save the performance cases. But I was wrong there, this is a two pointer problem after sorting. Approach: for an index i, take j and k such that, arr[i] + arr[j] +arr[k] equals 0. Handle duplicates for i,j,k by comparing current to next index elements Try all combinations using while loop inside a for loop Time Complexity: O(nlogn) + O(n*m) where m is elements from next to last element. Space Complexity: O(n)  ( 5 min )

We've all seen the headlines. "AI Will Replace 300 Million Jobs!" "Developers Obsolete by 2030!" "The Robot Apocalypse is Here!" But here's the thing: after working with AI tools daily and watching this transformation unfold in real-time, I've realized we're asking the wrong question. Remember when calculators were going to make mathematicians obsolete? Or when IDEs would eliminate the need for programmers because "anyone could code"? Let's be honest about what current AI can and can't do: What AI excels at: Generating boilerplate code faster than you can type What AI struggles with: Understanding business context and stakeholder needs AI is incredibly powerful, but it's still a tool. A very sophisticated tool, but a tool nonetheless. Here's where it gets interesting. While AI won't replac…  ( 8 min )

The Scottish Highlands Golf Trip | NLU Pod, Ep 1058 Join Ru Macdonald as he takes you on a whirlwind tour of Scotland’s Highlands, profiling must-play courses like Royal Dornoch, Nairn, Cabot Highlands and Brora. Whether you’re dreaming of rugged seaside links or hidden inland gems, this episode paints the perfect picture for planning your next fair-weather escape. Along the way, No Laying Up spotlights the Evans Scholars Foundation and gives a nod to their partners (shoutout to Rhoback and FanDuel), plus all the ways to stay plugged into the NLU community—from their bi-monthly newsletter to the Nest membership and social channels. Watch on YouTube  ( 5 min )

Join the Real-Time AI Agents Challenge powered by n8n and Bright Data: $5,000 in prizes across FIVE winners! Jess Lee for The DEV Team ・ Aug 13 #devchallenge #ai #webdev #n8nbrightdatachallenge  ( 5 min )

第3章：监督学习模型 学习目标 通过本章学习，您将能够： 理解量化投资中监督学习的基本原理 掌握传统机器学习模型在量化投资中的应用 熟悉深度学习模型的特点和使用方法 学会使用Qlib中的各种预训练模型 理解高级模型技术的原理和应用 LightGBM（Light Gradient Boosting Machine）是微软开发的一个高效的梯度提升框架，在量化投资中表现优异。 主要特点： 高效性：基于直方图算法，训练速度快 内存友好：内存占用低，支持大数据集 准确性：在多个基准测试中表现优秀 可解释性：提供特征重要性分析 1. 梯度提升决策树（GBDT） # GBDT基本原理 class GBDT: def __init__(self, n_estimators=100, learning_rate=0.1): self.n_estimators = n_estimators self.learning_rate = learning_rate self.trees = [] def fit(self, X, y): # 初始化预测值 predictions = np.zeros(len(y)) for i in range(self.n_estimators): # 计算残差 residuals = y - predictions # 训练决策树 tree = DecisionTreeRegressor(max_depth=6) tree.fit(X, residuals) # 更新预测值 …  ( 12 min )

> About Author SafeLine, an open-source Web Application Firewall built for real-world threats. While SafeLine focuses on HTTP-layer protection, our emergency response center monitors and responds to RCE and authentication vulnerabilities across the stack to help developers stay safe. Apache Solr, a popular open-source search platform, was recently reported to have a Remote Code Execution (RCE) vulnerability when running in cloud mode. Our team at Chaitin’s Emergency Response Lab analyzed this issue in detail, and here’s what you should know before jumping to conclusions. When Solr is configured in cloud mode, the Schema Designer feature can be abused by an attacker. By uploading a malicious schema configuration, an attacker could trick Solr into loading a crafted .jar file, potentially ach…  ( 6 min )

The Internet of Things (IoT) connects everyday devices such as sensors, smart appliances, wearables, and industrial machines to the internet, enabling seamless communication and automation. While this interconnectivity provides convenience, efficiency, and innovation, it also raises significant concerns about user data privacy. IoT devices constantly collect vast amounts of sensitive information, including health data, location details, personal habits, and even financial transactions. Unlike traditional systems, IoT devices often have limited computing power and security capabilities, making them more vulnerable to cyberattacks. Additionally, the fragmented ecosystem of IoT where multiple vendors and platforms operate creates interoperability issues that can expose data during transmission. In many cases, users are unaware of how much data is collected, how long it is stored, and who has access to it. Weak encryption, inadequate authentication, and insufficient regulations further amplify the risks. A single compromised IoT device can act as a gateway, exposing entire networks to malicious intrusions. Thus, ensuring user data privacy in IoT requires stronger encryption standards, transparent policies, and secure-by-design approaches. Anyone seeking deeper knowledge in this domain can benefit from structured learning, for example through an IoT certification course.  ( 5 min )

Look, I'm just gonna say it - using Claude Code is amazing until you switch git branches. Then it's like your AI buddy just got amnesia. Picture this: You're deep in a feature branch, you've got your CLAUDE.md file dialed in with all the context about your payment integration. Claude knows about your Stripe webhooks, your database schema, that weird edge case with European VAT. Life is good. Then your PM pings you. Production bug. Critical. Drop everything. git stash git checkout main git checkout -b hotfix/critical-bug-fix You open Claude Code and... it's still talking about Stripe webhooks. Because your CLAUDE.md is from the other branch. FML. So you do what we all do: git checkout feature/payment-integration -- CLAUDE.md # wait no, that's not right git checkout main -- CLAUDE.md # shit…  ( 8 min )

Fecha Estelar 2: AWS Directory Services y Federation Dentro de la preparación para el AWS Certified Security -- Specialty, descubrí que un tema clave merece especial atención: la integración entre Active Directory (AD) y AWS, así como la federación de identidades. Por eso decidí estructurar un repaso práctico: comprender cómo se conectan los directorios corporativos con AWS sin necesidad de replicar identidades, y qué implicaciones tiene para habilitar un acceso seguro y centralizado a los recursos. Es básicamente el sistema de identidad y autenticación centralizado que usan una gran mayoría de empresas para gestionar usuarios, computadoras y recursos de red en un entorno Windows. Es el gran libro de contactos de la empresa o visto como un edificio el guardia de seguridad que te detiene …  ( 15 min )

Turn a mini PC into your personal Kubernetes development environment accessible from anywhere in the world! Introduction Developers today face a common dilemma: the need for a persistent Kubernetes environment without the high costs of cloud services or the battery drain of running containers locally. Kubernetes has become essential for orchestrating multiple services running in containers. However, cloud services like AWS, Azure, or GCP can be prohibitively expensive for personal projects or learning environments. Meanwhile, running Docker and Kubernetes on a development laptop quickly drains the battery, particularly when working remotely. This guide demonstrates how to build a Kubernetes cluster on a mini PC at home or in your office, creating a development environment ac…  ( 10 min )

The SP3232EEN is a robust RS-232 transceiver that bridges TTL/CMOS logic levels and RS-232 signals. With built-in charge pump technology, ±15kV ESD protection, and automatic power-down, it is widely used in embedded devices, industrial automation, and IoT hardware.  🔑 Key Features Operating Voltage: 3.0V – 5.5V Data Rate: Up to 1 Mbps Protection: ±15kV ESD on RS-232 pins Auto Power Saving: Automatic shutdown when idle Package: SOIC-16 for compact PCB designs ⚙️ How It Works The SP3232EEN internally includes: Charge Pump Circuit – generates ±10V levels from a single 3V–5V supply, eliminating the need for external dual supplies. Level Shifters – translate microcontroller UART signals (0–3.3V/5V) to RS-2…  ( 6 min )

"What if every time you push to GitHub, your website updated itself within minutes?" Welcome to the world of automated deployments! In this post, we’ll build a CI/CD pipeline that deploys a React app to Amazon S3 and serves it globally via CloudFront, all powered by GitHub Actions. Perfect for developers who want to move fast, stay lean, and look like pros. 😎 Build and host a React app on S3 Connect CloudFront for global delivery Use GitHub Actions to auto-deploy on every push Add cache invalidation so users always get the latest version Think of this like a pizza shop that bakes, boxes, and delivers your app every time you update the ingredients (code)! AWS account with access to S3, CloudFront, and IAM React project (Create with npx create-react-app my-app) GitHub repo with your React a…  ( 9 min )

If you have ever tested endpoints worked with APIs or uploaded files it is likely that someone advised you to "just use curl." However, what is curl exactly and why is it a tool that developers have on hand? Let's dissect it. "curl" is an acronym for "client URL." To move data to and from a server use this command-line utility tool. It's like the browser on your terminal, but with a lot more control. Fetch data from APIs Send POST requests Upload files and images Test authentication and headers Work with different protocols (HTTP, HTTPS, FTP etc.) In short: if you want to talk to a server, curl is your friend. Cross-platform: Works on Linux, macOS and Windows Protocol-rich: Supports HTTP, HTTPS, FTP, SFTP, SCP and more Powerful for testing: Great for debugging APIs without writing code…  ( 6 min )

Project: Unstructured to structured What this AI agent actually does? This self-improving AI agent takes messy documents (invoices, contracts, medical reports, whatever) and turns them into clean, structured data and CSV tables. But here's the kicker - it actually gets better at its job over time. Input: What you get as output: { "header": { "document_title": { "value": "Purchase Order", "normalized_value": "Purchase Order", "reason": "Top-right prominent heading reads 'Purchase Order' (visual title header).", "confidence": 0.95 }, "purchase_order_number": { "value": "PO000495", "normalized_value": "PO000495", "reason": "Label 'PO No: PO000495' printed near the header on the right; matched to schema synonyms 'PO No' / '…  ( 12 min )

Note: This is an English translation of the Japanese article at https://dev.classmethod.jp/articles/modern-data-stack-info-summary-20250820/ Hi, this is Sagara. As a consultant specializing in Modern Data Stack, I'm constantly exposed to the vast amount of information being shared in this space daily. Among the numerous updates, I've compiled the Modern Data Stack-related information that caught my attention over the past two weeks. Note: This article doesn't cover all the latest information about the mentioned products. It only includes information that I found interesting based on **my personal judgment and preferences.* Snowflake's new Snapshot feature is now in public preview. The key feature is that, similar to clones, it can replicate data with zero-copy, but with the Retention lock …  ( 8 min )

Earl itulah nama dari "Earl", Earl adalah sebutan bagi bahasa pemrograman yang lahir pada tahun 2025, dia memiliki spesifikasi khusus dibidang automasinya dalam alur kerja. Dia memang pandai dalam pengolahan data yang sudah di memorikan di dalam otaknya, untungnya CPU tidak kepananasan, hehe.. tidak. Nama Earl ini Saya terinspirasi dari sebutan bangsawan dalam garis keturunan bangsawan Inggris. Sebenarnya Saya ambil dari arti universal saja, raja menunjuk pangeran. Kok bisa diambil dari gelar bangsawan! Dari asal-usul ini Earl pantas disebut Earl. Masalah dan keinginan tumbuh Saya menciptakan Earl, Earl berawal dari "bayi"nya ia mulai tumbuh dengan: Membuat kode semua modul bahkan penggerak kode index.js menjadi CommonJS yang lebih stabil. Kode pemeriksaan lebih lanjut terhadap kerusakan, …  ( 7 min )

Welcome back everyone join me on another wonderful adventure in the clouds. Today we will be looking at how to scale a virtual machine using your Gallery in Azure. Sounds like a myth right? well it is not :). First of all, we will have to create a resource group as always and give it what ever name we like. Then create a virtual machine Select your resorce group, name virtual machine and select no infrastructure Select password and fill in the form, then select http attach Disk Now to network Now to Monitoring setting No need for extensions review and create Now to create a template image we can choose to either generalize or specialize the VM first, then capture it as an image Give your gallery a name and select specialized so no password is required to gain access to our system Select a sytem verion and the number of systems we want Now we deploy a Virtual Machine Scale Set from the image in our gallery Give your swcale a name and select flexible for easy upscaling We can see our gallery system Thats our system done and functioning great Thanks for tagging along, cheers!!!  ( 5 min )

第2章：数据层深度解析 学习目标 通过本章学习，您将能够： 理解Qlib数据框架的设计原理 掌握数据获取、清洗和预处理技术 熟悉Alpha158和Alpha360数据集 学会构建自定义数据集 掌握数据质量检查和优化方法 Qlib采用高效的数据存储格式，专门为量化投资场景优化设计。 存储层次结构： qlib_data/ ├── cn_data/ # 中国市场数据 │ ├── calendars/ # 交易日历 │ ├── features/ # 特征数据 │ ├── instruments/ # 股票列表 │ └── cache/ # 缓存数据 └── us_data/ # 美国市场数据 ├── calendars/ ├── features/ ├── instruments/ └── cache/ 1. 二进制存储 使用高效的二进制格式存储 支持快速读取和写入 减少存储空间占用 2. 列式存储 按特征列存储数据 便于向量化计算 支持高效的数据查询 3. 索引优化 时间索引优化 股票代码索引 支持快速数据定位 from qlib.data import D # 基础数据访问 data = D.features( instruments=['SH600000', 'SH600036'], # 股票代码 fields=['$close', '$volume', '$open'], # 字段 start_time='2020-01-01', # 开始时间 en…  ( 11 min )

第1章：量化投资与Qlib平台介绍 学习目标 通过本章学习，您将能够： 理解量化投资的基本概念和发展历程 掌握Qlib平台的整体架构设计 熟练搭建Qlib开发环境 了解量化投资的主要挑战和解决方案 量化投资（Quantitative Investment）是一种基于数学、统计学和计算机科学的方法来进行投资决策的投资策略。它通过建立数学模型来分析市场数据，识别投资机会，并自动执行交易决策。 核心特征： 数据驱动：基于大量历史数据和实时数据 模型化：使用数学模型来描述市场行为 自动化：通过算法自动执行交易决策 系统性：遵循预定义的规则和策略 第一阶段：传统量化投资（1970-2000） 1970年代：现代投资组合理论（MPT）诞生 1980年代：多因子模型兴起 1990年代：统计套利和配对交易 第二阶段：算法交易时代（2000-2010） 高频交易技术发展 市场微观结构研究 算法交易平台普及 第三阶段：AI驱动的量化投资（2010至今） 机器学习技术应用 深度学习模型引入 大数据和云计算支持 特征 传统投资 量化投资 决策方式 主观判断 客观模型 数据使用 有限数据 海量数据 执行速度 人工操作 自动化执行 情绪影响 容易受情绪影响 避免情绪干扰 可扩展性 有限 高度可扩展 一致性 因人而异 高度一致 1. 数据挑战 数据质量：市场数据存在噪声、缺失和错误 数据时效性：需要实时处理大量数据 数据维度：多维度数据整合困难 2. 模型挑战 过拟合风险：模型在历史数据表现好，但未来表现差 市场动态性：市场环境不断变化，模型需要适应 模型解释性：复杂模型难以解释决策逻辑 3. 执行挑战 交易成本：频繁交易产生高额成本 市场冲击：大额交易影响市场价格 流动性风险：某些资产流动性不足 1. 数据解决方案 数据清洗和预处理技术…  ( 7 min )

""" ADX趋势强度策略 基于ADX指标识别和跟随强趋势的策略 """ from freqtrade.strategy import IStrategy, IntParameter, DecimalParameter from pandas import DataFrame import talib.abstract as ta from technical import qtpylib import numpy as np import logging logger = logging.getLogger(__name__) class ADXTrendStrategy(IStrategy): """ ADX趋势强度策略 策略逻辑: 1. 使用ADX识别趋势强度 2. 使用DI+和DI-确定趋势方向 3. 当ADX上升且DI+>DI-时买入 4. 当ADX下降或DI->DI+时卖出 5. 结合其他指标过滤假信号 """ INTERFACE_VERSION = 3 # 基础配置 minimal_roi = { "0": 0.20, # 20%收益立即止盈 "60": 0.12, # 1小时后12%收益 "120": 0.08, # 2小时后8%收益 "240": 0.04, # 4小时后4%收益 "480": 0.02 # 8小时后2%收益 } stoploss = -0.06 # 6%止损 timeframe = '1h' # 1小时时间框架 # 策略控制 can_short = False …  ( 9 min )

🚀 Step 1: Create Your First Virtual Machine (VM) The journey begins with setting up a VM in the Azure Portal — think of it as building the foundation of your cloud house. 1. Sign in to Azure Portal Head over to portal.azure.com and sign in with your Azure account. 2. Launch a New VM Wizard In the left-hand menu, click Create a resource. Under Compute, select Virtual Machine. 3. Configure the Basics Here’s where you define the identity of your VM: Subscription – Choose the subscription under which resources will be billed. Resource group – Group related resources for easy management (create new or reuse). VM Name Region – Select a region close to your users for lower latency. Availability options – Choose redundancy level (e.g., single zone, availability zone). Image – Pick your oper…  ( 7 min )

Gut feelings are good. But data makes them stronger. As Project Managers, we often rely on our intuition to make quick calls. That’s important — but without data, intuition can feel like guesswork. Every decision we make affects the budget, the timeline, and the team. That’s why I lean on data; whether it’s through simple dashboards, risk logs, or performance metrics. With data, we don’t just manage projects… ✅ We start to see the patterns. At the end of the day, data doesn’t replace leadership — it makes us better leaders. 💡 I’m curious, how do you use data to support your project decisions? ProjectManagement #DataDrivenLeadership #BusinessIntelligence #PMO #Leadership  ( 5 min )

A post by Dok6n  ( 5 min )

Decoding the Mystery: Bias-Variance Trade-off in Machine Learning Imagine you're trying to hit a bullseye with darts. Sometimes you miss wildly (high variance), other times you consistently hit the same spot, but far from the center (high bias). The perfect throw lands consistently close to the bullseye – a balance between bias and variance. This analogy perfectly captures the essence of the bias-variance trade-off in machine learning. It's a fundamental concept that dictates the accuracy and generalizability of our models, and understanding it is crucial for building effective and reliable machine learning systems. In machine learning, the goal is to build models that accurately predict unseen data. However, models are prone to two types of errors: Bias: This refers to the error introdu…  ( 9 min )

Introduction: Why Memory Allocation Matters in Go Hey Gophers! If you’re building high-performance apps in Go—think microservices, API gateways, or real-time data pipelines—memory allocation can make or break your system. Frequent allocations of small objects (like structs for JSON parsing) can hammer your garbage collector (GC), while large objects (like buffers for file uploads) can spike memory usage and crash your app with out-of-memory (OOM) errors. Sound familiar? Imagine your app as a busy warehouse: small objects are like tiny packages cluttering shelves, causing fragmentation, while large objects are bulky crates eating up space. Go’s memory allocator, inspired by tcmalloc, is built for speed and concurrency, but without the right strategies, you’re leaving performance on the ta…  ( 14 min )

The judge cited ongoing cooperation of the defendants in the case as one of the reasons for unfreezing the stablecoins.

Ether price shows resilience despite macroeconomic uncertainty, with derivatives steady and onchain activity strengthening the prospect of a recovery.

According to a Binance Research report, tokenized stocks are nearing a major inflection point reminiscent of the early days of decentralized finance.

Kraken’s acquisition will add natural-language trading automation to its Pro platform, as exchanges, miners and analytics companies move aggressively into AI.

The Gemini co-founders, with a combined net worth in the billions, have said they will make another political contribution in support of US President Donald Trump’s crypto agenda.

The panelists agreed that it is not too late for the US to catch up to other jurisdictions, but urged swift crypto regulatory legislation.

Seven organizations affiliated with crypto urged a quick confirmation of Brian Quintenz to the CFTC, though nothing was scheduled on the Senate calendar before its recess.

Brevan Howard reportedly managed $34 billion in assets as of April 2025, with the company's digital asset division, set up in 2021, managing $2 billion.

XRP data highlights investor profit-taking and reveals reasons why the altcoin’s price could continue to fall.

Several solutions have been proposed to bolster Monero’s proof-of-work consensus mechanism to prevent 51% attacks on the network.

Bitcoin and Ether are trying to rise from their respective lows, indicating strong buying on the dips.

US Bitcoin miners face mounting costs and regulatory pressure as the trade war reshapes the industry.

The Wyoming lawmaker is one of the Republicans taking the lead to pass market structure in the US Senate.

Nearly half of UK crypto investors face blocked or delayed payments from their banks, raising concerns that Britain is falling behind global rivals in digital assets.

Bitcoin rebounded from a swift drop to $112,380, but liquidation heatmap data suggests the worst of the selling has yet to pass.

Analysts say Bitcoin’s price action is looking increasingly orchestrated, as BTC taps its lowest levels since Aug. 3 amid ongoing US selling.

Blockchain-based tokenization of climate assets could unlock trillions in green investments as regulatory frameworks drive carbon trading growth.

Bitcoin fell below $113,000 as investors braced for Jerome Powell’s Jackson Hole speech that could set the US Fed’s path on interest rate cuts.

China’s cabinet will review a roadmap that includes yuan-pegged stablecoins to bolster yuan internationalization, sources told Reuters.

Crypto advocacy groups accuse Wall Street bankers of trying to tilt stablecoin rules in their favor, warning Congress against changes to the GENIUS Act.

A US judge ruled EminiFX and its founder, Eddy Alexandre, must repay $228 million after running a Ponzi scheme that defrauded thousands of investors.

Pump.fun regained its market dominance in the Solana memecoin launchpad space, gaining over 73% in market share in the last seven days.

Google Gemini Flash 2.5 can streamline research, spot patterns, analyze sentiment and refine your crypto trading strategies. Just remember: AI assists, but you’re still the one making the call.

Fake orders, real chaos: Uncover how crypto spoofing bends the market, fools traders and fuels the wild side of digital asset trading.

Spot Bitcoin ETF outflows jumped over 300% to $533 million on Tuesday, while Ether ETFs doubled their losses to $422 million, adding to a three-day streak of withdrawals.

After making nearly $7 million in four months, this trader lost almost all his gains in two days, illustrating the unpredictability of the crypto markets.

ARK Invest snapped up $21 million worth of Bullish and $16 million of Robinhood shares, extending its buying streak despite a sector-wide sell-off.

Bitcoin is creating a new paradigm as an emerging financial asset; several investors are contemplating a shift to adopting the asset for higher returns.

Elon Musk will back Vice President JD Vance in the 2028 presidential elections should he choose to run, The Wall Street Journal reported.

A16z Crypto’s comments come weeks after Roman Storm was found guilty of charges linked to his mixing service Tornado Cash, which masks the origin and destination of crypto.

Bitcoin retraced to a low of $112,600 as retail panic selling resulted in the most bearish social sentiment since June, but analysts see a buying opportunity ahead.

Robinhood Derivatives has sued New Jersey and Nevada regulators to stop any potential regulatory action over its sports event contracts.

Search interest in “alt season” has dropped sharply, with one economist even questioning whether a search spike last week was genuine.

Harvard economist Kenneth Rogoff, who predicted Bitcoin would likely hit $100 before $100,000, admits he was wrong about three things.

ALT5 Sigma has denied a report suggesting one of its executives was being investigated by the SEC for insider trading tied to the Trump family’s World Liberty Financial.

Saylor’s Strategy stock price taps its lowest point since April amid controversy over equity guidance changes and a broader downturn among Bitcoin treasury companies.

WazirX has been trying to get a restructuring plan through the Singapore High Court to start returning funds to users impacted by the $234 million hack in 2024.

Federal Reserve vice chair for supervision, Michelle Bowman, says the central bank should roll back its restrictions that ban staff from buying crypto.

Bitcoin’s drop below $113,000 reflects investors’ worries about the US economy, stock markets and crypto, but the volatility does not end BTC’s long-term bullish trend.

SoFi Technologies will leverage the Bitcoin network under a partnership with Lightspark to better compete in the $740 billion global remittance market.

Tic-Tac-Toe is a great project for beginners who want to learn how to build games. It’s simple to understand but gives you the chance to learn about game state, player turns, winning logic, and user input. In this tutorial, you’ll learn how to build ...  ( 8 min )

Deploying a Flutter web app can feel repetitive if you’re doing it manually every time. GitHub Actions automates this by continuously deploying your app to Firebase Hosting whenever you push code to your repository. This guide walks you through setti...  ( 6 min )

Over the last three months, life has had me juggling a lot – managing my marriage, taking care of family health issues, and overseeing new construction work at home. Somehow, I got through it all. But looking back, I realised something important: I c...  ( 23 min )

Ruby is a programming language designed with developer happiness in mind. Its elegant and intuitive syntax makes coding not only productive but also enjoyable. Ruby stands out with its powerful metaprogramming capabilities, allowing developers to tre...  ( 5 min )

Chatbots should do more than just chat. We just published a new course on the freeCodeCamp.org YouTube channel that will teach you how to build a smart AI shopping assistant from the ground up. This comprehensive course, created by Ania Kubow, goes b...  ( 4 min )

Last month saw one of the earliest leaks of the Pixelsnap accessories, which are the Google equivalent of Apple’s MagSafe. Then came the whole rumour mill roller coaster of the Pixel 10 series having magnets built in or not. With the Made by Google event, we’re leaving all of that behind. The company has confirmed […] The post Google Pixelsnap Accessories Launch Alongside Pixel 10 Series appeared first on Lowyat.NET.  ( 16 min )

The Made By Google 2025 event brings a selection of new products. While the Pixel 10 smartphones may be the stars of the show, not to be missed are the internet search giant’s new wearables. These include the Pixel Watch 4, as well as the Pixel Buds 2a. To start off, the Pixel Watch 4 […] The post Google Unveils Pixel Watch 4, Pixel Buds 2a; Priced From RM649 appeared first on Lowyat.NET.  ( 37 min )

The Google Pixel 10 Pro Fold has officially been unveiled, along with the other Pixel 10 Series devices during today’s Made by Google event. The device is the search engine’s second foldable to-date, serving as the successor to last year’s Pixel 9 Pro Fold. Specs-wise, and like the other Pixel 10 Series devices, Google’s own […] The post Google Pixel 10 Pro Fold Now Official; Starts From RM7,999 appeared first on Lowyat.NET.  ( 35 min )

The Google Pixel 10 Pro Fold has officially been unveiled, along with the other Pixel 10 Series devices during today’s Made by Google event. The device is the search engine’s second foldable to-date, serving as the successor to last year’s Pixel 9 Pro Fold. Specs-wise, and like the other Pixel 10 Series devices, Google’s own […] The post Google Pixel 10 Pro Fold Now Official; Starts From RM7,999 appeared first on Lowyat.NET.  ( 34 min )

It’s no surprise that the Google Pixel 10 series will not only be launching, but also landing on our shores. But now that the phones have been revealed officially on the Made by Google stage, the internet search giant has also revealed some details of the devices locally. For now, we’re sticking to the base […] The post Google Pixel 10 Official In Malaysia From RM3,999 appeared first on Lowyat.NET.  ( 34 min )

Google, during its Made by Google launch event tonight, has officially unveiled its latest flagship smartphone line-up, which includes the two models highlighted in this article: the Pixel 10 Pro and Pixel 10 Pro XL. Both devices are powered by the new Tensor G5 chip, which is built in collaboration with DeepMind to unlock on-device […] The post Google Pixel 10 Pro, Pro XL Officially Launched; Pre-Order Starts From RM4,999 appeared first on Lowyat.NET.  ( 38 min )

BYD Malaysia is debuting the facelifted BYD Seal in Malaysia on 22 August 2025. This announcement was made by the company on its social media platform. According to the Facebook post, the sedan will be available in BYD showrooms nationwide. However, there is not much information provided on the specifications of the model that will […] The post Facelifted BYD Seal Set To Debut In Malaysia On 22 August appeared first on Lowyat.NET.  ( 34 min )

The Digital Ministry has announced that its MyGOV Malaysia mobile app is now available via open beta. It is said to be developed entirely in-house by the Malaysian government – or more specifically, by the National Digital Department (JDN). The ministry means for the app to be the national super app that ties together 34 […] The post First Look At The MyGOV Malaysia Super App Beta appeared first on Lowyat.NET.  ( 35 min )

Blueshark Malaysia and its manufacturing partner EP Manufacturing Berhad (EPMB) has announced that the local assembly of the SoloEra Solo 1C electric bike has begun at its Glenmarie facility in Shah Alam. The companies also announced that more than 6,000 registrations have been recorded for the vehicle in just a month of its RM599 pre-launch […] The post Soloera Solo 1C Begins Local Assembly In Glenmarie Facility appeared first on Lowyat.NET.  ( 34 min )

Chinese brand Ayaneo, which is known for making gaming handhelds, has recently opened pre-orders for the Pocket DS. As the name suggests, the device is designed to replicate the design and functionality of the Nintendo DS. According to the company, the Pocket DS is the “world’s first dual screen Android handheld”. Specs-wise, the Pocket DS […] The post Ayaneo Opens Pre-Orders For Pocket DS Dual Screen Handheld appeared first on Lowyat.NET.  ( 33 min )

Samsung Electronics officially launched its Micro RGB TV. The brand says that its new premium TV is the world’s first to feature a micro-scale RGB LED backlight, and built into a 115-inch display. Specifically, the Micro RGB technology is built on Samsung’s proprietary technology of the same name, with each individually controlled red, green, and […] The post Samsung Launches New Micro RGB LED Premium TV appeared first on Lowyat.NET.  ( 33 min )

Yadea Malaysia expands its electric scooter line-up in Malaysia with the unveiling RS20, just after launching the Velax last week. The e-scooter was introduced in conjunction with the opening of the MForce SmartShop in Banting, which is also the 18th shop to be opened nationwide. The Yadea RS20 adopts a classic scooter design, measuring 1,820mm […] The post Yadea Launches RS20 E-Scooter In Malaysia For RM4,998 appeared first on Lowyat.NET.  ( 35 min )

It looks like Apple won’t be releasing the M5 MacBook Pro anytime soon. Supposedly, the fruit company is delaying its launch to sometime in 2026, and its chassis will be the same as its predecessor. According to reliable Apple analyst, Ming-Chi Kuo, they predict that while the next generation M5 MacBook Pro will only launch […] The post M5 MacBook Pro To Launch Next Year, New Mac Minis This Year appeared first on Lowyat.NET.  ( 33 min )

AEON Bank has officially launched AEON Bank Biz, which is designed to offer shariah-compliant business banking solutions. For the time being, AEON bank is focused on bringing vendors, suppliers and business partners within its own ecosystem on board, as well as selected stakeholders. However, it plans on offering the services to more businesses in the […] The post AEON Bank Launches Shariah-Compliant AEON Bank Biz For Businesses appeared first on Lowyat.NET.  ( 33 min )

CelcomDigi has announced that its current CEO Idham Nawawi will be stepping down from his role once the month ends. The telco said in the announcement that he will be staying on as an Advisor to the Board until 30 November. This will mark a full three years since he has helmed the company since […] The post CelcomDigi CEO Idham Nawawi To Step Down; Albern Murty To Be Acting CEO appeared first on Lowyat.NET.  ( 33 min )

Grab users in Malaysia were caught off guard earlier today when the platform’s e-hailing service displayed unusually high fares. Several users took to social media to share screenshots showing ride prices starting at over RM500, with some exceeding RM1,000—even for short trips. One user, @zheepzorp on X, revealed that their JustGrab ride from an apartment […] The post Grab Glitch Quoted Users As Much As RM1K For Rides Today appeared first on Lowyat.NET.  ( 33 min )

Sony made the surprise announcement of its Inzone series of monitors, headphones and a pair of TWS buds. The company is adding more products into the range, now including a keybaord, a mouse, two mousepads, and IEMs. Once again, it’s doing all of this without its PlayStation gaming sub-brand, which is understandable considering the PC […] The post Sony Adds A Keyboard And Mouse To Its Inzone Line appeared first on Lowyat.NET.  ( 38 min )

Zeekr has added another variant to its MPV line-up, known as the Zeekr 009 Executive. This means that the 009 MPV is now being offered in three variants, including the Luxury and Ultra Luxury. The automaker revealed that the executive variant will serve as the base model for its electric MPV. As you may recall, […] The post Zeekr 009 Executive MPV Launches; Priced At RM299,800 appeared first on Lowyat.NET.  ( 35 min )

Last week, HONOR announced that it will be launching two new products, which are this year’s refresh of the MagicBook Art 14, and the MagicPad 3. And as promised, the devices have officially made their local debut today. To start off, Magicbook Art 14 is a lightweight laptop known for its magnetically attached camera, which […] The post HONOR Launches MagicBook Art 14 2025, MagicPad 3; Priced From RM2,999 appeared first on Lowyat.NET.  ( 36 min )

While NVIDIA is bundling Borderlands 4 with the purchase of select RTX 50 Series desktop and laptop GPUs, Intel is upping the ante and bundling a game with select product purchases. The game itself is none other than EA’s upcoming Battlefield 6. “As always, Intel Gamer Days is leading with a can’t miss gaming deal […] The post Intel To Give Away Free Copies Battlefield 6 With Select Core CPUs And ARC GPUs appeared first on Lowyat.NET.  ( 37 min )

The Ministry of Finance (MOF), in a written reply to Parliament, confirmed that the mechanism for rolling out the upcoming RON95 petrol subsidy rationalisation is still being finalised. It noted that MyKad, e-wallets, and mobile applications from fuel companies are among the options being studied to deliver the aid. The response came after several Members […] The post MOF: MyKad, E-Wallets, Fuel Apps Considered For RON95 Subsidy Delivery appeared first on Lowyat.NET.  ( 33 min )

Qualcomm has officially announced the Snapdragon 7s Gen 4, its latest mid-range chipset for mobile devices. The new platform is promised to bring incremental upgrades over its predecessor, namely in performance, display and imaging. According to Qualcomm, the Snapdragon 7s Gen 4 delivers a seven percent performance boost for both its Adreno GPU and Kryo […] The post Qualcomm Introduces New Snapdragon 7s Gen 4 Chip appeared first on Lowyat.NET.  ( 33 min )

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NASA and IBM have released a new open-source machine learning model to help scientists better understand and predict the physics and weather patterns of the sun. Surya, trained on over a decade’s worth of NASA solar data, should help give scientists an early warning when a dangerous solar flare is likely to hit Earth. Solar…  ( 20 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. How churches use data and AI as engines of surveillance On a Sunday morning in a Midwestern megachurch, worshippers step through sliding glass doors into a bustling lobby—unaware they’ve just passed through a…  ( 21 min )

Despite decades of green certifications, better material sourcing, and the use of more sustainable materials such as mass timber, the built environment is still responsible for a third of global emissions worldwide. According to a 2024 UN report, the building sector has fallen “significantly behind on progress” toward becoming more sustainable. Changing the way we…  ( 29 min )

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Crypto and related stocks are sliding as traders brace for the July FOMC meeting minutes and Powell’s Jackson Hole speech, fearing a hawkish Fed stance.  ( 30 min )

Galaxy, SharpLink, BitMine were among the names that plunged nearly 10% as risk appetite faded and bitcoin sunk to $113,000.  ( 25 min )

The Fed vice chair who leads banking oversight, Michelle Bowman, comes across as a crypto evangelist as she echoes industry views on its regulatory needs.  ( 29 min )

Jenny Johnson said she likes the “picks and shovels” of the industry.  ( 27 min )

The investment management firm is bringing two of its hedge funds on-chain in partnership with Apex Group's Tokeny.  ( 27 min )

Ripple distills a Singapore workshop into four custody best practices: compliance by design, tailored models, operational resilience and governance.  ( 29 min )

Stablecoins used in the settlement include dollar- and euro-pegged tokens of Circle, Paxos, PayPal, Ripple and Societe Generale, among others.  ( 26 min )

The Senate only has a discussion draft out on market structure legislation so far, but Scott previously said he expects the bill to be done by the end of September.  ( 29 min )

The token broke through key support levels in volatile trading after hotter-than-expected U.S. inflation data spurred $460 million in crypto liquidations.  ( 28 min )

Internet Computer Protocol trades lower with volume spikes signaling institutional distribution and retail weakness.  ( 27 min )

The bubble in crypto treasury strategy companies deflated even further on Tuesday.  ( 26 min )

The new offering follows the success of Polymarket-style event trading, but with CFTC-regulated contracts in the U.S.  ( 27 min )

Stellar faces accelerated bearish momentum as trading volumes spike above average during sustained decline.  ( 28 min )

Solana memecoin shows heightened volatility as retail capitulation meets selective institutional buying.  ( 27 min )

Most of the net proceeds are earmarked for the firm's data center expansion, with $85 million set aside for capped call transactions to mitigate share dilution.  ( 26 min )

SoFi will use Lightspark’s Lightning-based UMA tech to offer real-time, low-cost international transfers directly in its app  ( 26 min )

The DEX takes over Hyperliquid’s second-largest liquid staking token, part of an ecosystem where staking makes up more than half of $2.26 billion in TVL.  ( 26 min )

A $0.15 consolidation range now defines immediate short-term trading band.  ( 28 min )

The firm said it bought 143,593 ether last week, bringing total holdings to 740,760 tokens.  ( 26 min )

Aptos (APT) joined Chainlink (LINK) as an underperformer, shedding 3.2% from Monday.  ( 23 min )

The company's first purchase since the Nakamoto merger boosts total holdings to 5,764.91 bitcoin.  ( 26 min )

Bernstein reiterated its outperform rating on Robinhood and lifted its price target on the stock to $160 from $105.  ( 27 min )

The new group’s offerings will cover centralized and decentralized exchange infrastructure, real-world asset tokenization, staking, and decentralized finance.  ( 27 min )

Bitcoin and ether revisited recent lows before rebounding and altcoin prices were even more lackluster.  ( 31 min )

One million contracts of the $4 XRP call option expiring on Dec. 26 changed hands via a block trade on Monday.  ( 28 min )

The Frontier Stable Token has been deployed on Arbitrum (ARB), Avalanche (AVAX), Base, Ethereum (ETH), Optimism (OP), Polygon (POL), and Solana (SOL) networks.  ( 26 min )

Your day-ahead look for Aug. 19, 2025  ( 41 min )

Sussman succeeds Zain Saidin, who will remain on the company’s board and take on a new role as senior adviser.  ( 26 min )

Hines will guide Tether’s U.S. market push, focusing on policy engagement and digital asset growth, the firm said.  ( 25 min )

Glassnode’s Accumulation Trend Score shows weakening demand across every cohort after recent highs  ( 27 min )

Markets demand a higher premium for U.K. debt compared to U.S. Treasury notes.  ( 28 min )

This integration is intended to combine Bitlayer's security with Solana's speed and scalability, aligning with Bitlayer's goal of expanding the Bitcoin DeFi sector.  ( 28 min )

The American Innovation Project is the latest digital assets advocacy organization to launch, but its tax status could help it find a niche.  ( 28 min )

Gemini's S-1 IPO filing revealed a lending deal with Ripple and a widening first-half loss as the company endeavors to become the third crypto exchange to go public in the U.S.  ( 27 min )

Market breadth indicators help assess the overall health of a market or an index.  ( 28 min )

Regulators froze new lending products after forced liquidations and market distortions, but some analysts say improvements, not shutdowns, are the smarter path forward.  ( 27 min )

SignalPlus head of Insights Augustine Fan noted that markets have already ruled out any chance of an outsized 50-basis-point cut.  ( 28 min )

Resistance is building near $0.23, where profit-taking and heavy sell orders reappear.  ( 27 min )

A bullish breakout during the 17:00 trading hour on August 18 pushed prices from $2.97 to $3.10, supported by heavy volume of 131 million—double the 24-hour average of 66.8 million.  ( 29 min )

The move follows a confidential SEC submission earlier this month and comes amid a surge of digital asset firms tapping the equity markets.  ( 27 min )

Prediction markets are flashing red even as institutions keep doubling down on BTC and ETH.  ( 28 min )

Researchers from Inclusion AI and Ant Group proposed a new LLM leaderboard that takes its data from real, in-production apps.  ( 7 min )

Chain-of-Thought isn't a plug-and-play solution. For developers, this research offers a blueprint for LLM testing and strategic fine-tuning.  ( 9 min )

China's DeepSeek has released a 685-billion parameter open-source AI model, DeepSeek V3.1, challenging OpenAI and Anthropic with breakthrough performance, hybrid reasoning, and zero-cost access on Hugging Face.  ( 10 min )

Qwen-Image-Edit caters to professionals who need control while remaining approachable for casual experimentation.  ( 10 min )

Keychain states it's currently being used by top CPG brands and food retailers including 7-Eleven, Whole Foods, and General Mills.  ( 8 min )

SAP'S Yaad Oren and Agilent's Raj Jampa discuss how to deploy agentic AI while staying inside cost, latency, and compliance guardrails.  ( 7 min )

Forget boring tutorials and dry documentation. What if you could learn AWS CLI by solving mysteries, following clues, and completing challenges? What if mastering the command line felt more like playing a game than studying? I built an AWS CLI Scavenger Hunt game that teaches you AWS CLI commands through progressive challenges and real-world scenarios. No installation required, no AWS account needed. Try out the game hosted here - https://lewisawe.github.io/laughing-potato/ Why Learn AWS CLI Through Gaming? Traditional learning methods for AWS CLI often fail because they're boring, abstract, intimidating, and passive. You read documentation that puts you to sleep, try to memorize commands without context, get scared away by the black terminal screen, and never actually practic…  ( 10 min )

“Hexagon speed, wasp-lib precision, powered by WASM.” A zero-dependency TypeScript library for seamless, type-safe interaction with Emscripten-generated WebAssembly memory. wasp-lib is a powerful TypeScript library that bridges the gap between Working with WebAssembly memory directly is challenging: Memory Leaks: Forgetting to call _free() leads to memory leaks Type Safety: No compile-time guarantees about data types Boilerplate Code: Repetitive allocation/deallocation patterns Error Prone: Manual pointer arithmetic and buffer management wasp-lib provides intuitive wrapper classes that: ✅ Automatically manage memory allocation and deallocation ✅ Ensure type safety with TypeScript generics ✅ Eliminate boilerplate with simple, chainable APIs ✅ Prevent memory leaks with built-in cleanup mecha…  ( 14 min )

I recently came across a LinkedIn post about a typo squatting attack which transcended the well-known IDN homograph attacks (e.g: Latin, Greek, Cyrillic). The malicious actor was using the Japanese character ん. Intrigued by the meaning of this, I made a research and discovered it translates into "yes" (that's why title "ん, and?", similar to Ariana Grande's viral song "Yes, And?"). The victims receives a phishing email which seems to originate from Booking. In fact, the adversaries masqueraded (T1036) the legitimate company. According to a data breach report issued by Verizon, phishing (T1566) is the 3rd technique to obtain initial access (TA0001), being involved in 17% of breaches. Analyzing the e-mail, one can observe elements such as: general greeting (Dear Partner) the same greeting…  ( 7 min )

Key Takeaways Emojis have evolved from a niche Japanese communication tool to a global, universal language that transcends linguistic and cultural barriers. Strategically used emojis can enhance professional communication by clarifying tone, conveying emotional nuance, and improving engagement. The Froala Editor’s Emoticons plugin provides a robust and customizable solution for seamlessly integrating expressive emojis into web applications. By leveraging the Emoticons plugin, developers can create more engaging, human-centered digital experiences that resonate with their audience. Origins of Emoji The story of emoji begins in Japan during the late 1990s, a time when digital communication was rapidly evolving. Shigetaka Kurita, working for NTT DoCoMo, a Japanese mobile p…  ( 10 min )

Or: "The time I convinced an AI to make my vacation photos look like I actually know how to use a camera" Hey there, fellow code warriors and photography disasters! 👋 Remember the last time you took a "perfect" photo, only to check it later and wonder why your smile looked awkward and your pose was just... off? Yeah, me too. That's exactly why I built PhotoPro. Here’s the thing: I’m not a professional photographer. And photo editing? Even worse. Because to “properly” edit photos you apparently need to know: What filters and sliders actually do When to use brightness vs. exposure vs. gamma (yes, that’s a thing) Color theory (whatever that is) Guess what? I know none of that. And to make things worse, I’m lazy and I don’t want to spend 45 minutes sliding things left and right like I’m on T…  ( 8 min )

You're a dedicated programmer. You've just cloned a new project, ready to work your magic, but you're immediately hit with a dose of reality: Unsupported major.minor version. Great, wrong JDK version. Fine, you'll switch versions, right? But then the terminal coldly replies: 'JAVA_HOME' not found. Is your blood pressure rising yet? If you write Java, you've been there. The environment configuration struggle is real. Especially now, with a dizzying array of options: OpenJDK, Oracle JDK, Temurin, Corretto, GraalVM... they all look the same, and it's impossible to tell them apart. Don't panic. Today, we're going to sort this out once and for all. To choose wisely, you first need to understand what each one is. OpenJDK Let's start at the beginning. OpenJDK is the official, open-source refer…  ( 8 min )

Black Myth: Zhong Kui – Cinematic Teaser Trailer (English Dub) Game Science has officially unveiled the second entry in their Black Myth series with a stunning CG teaser trailer at Gamescom Opening Night Live 2025. This single-player action RPG draws on the legendary Chinese folk hero Zhong Kui, promising epic swordplay, supernatural foes and a moral journey straight out of myth. Though still in early development (so no gameplay footage just yet), the teaser sets a dark, poetic tone: immortal judges tangled in human ties, ghosts born of the heart, and a lone hero raising his blade to mete out justice. Fans of folklore-inspired fantasy should keep this one on their radar! Watch on YouTube  ( 5 min )

Get ready for the hottest trailers from Gamescom’s Opening Night Live 2025: from the horror chills of Resident Evil Requiem and Silent Hill F to epic fantasy in Lords of the Fallen II and Black Myth: Zhong Kui, plus massive upgrades in CoD: Black Ops 7, Warhammer 40,000 Dawn of War 4 and more. There’s something for every taste—whether you’re after ninja action in Ninja Gaiden 4, supernatural mystery in Ghost of Yotei, pirate thrills in Indiana Jones and the Great Circle, or family fun in LEGO Batman: Legacy of the Dark Knight—timestamps let you jump right to your must-see moments. Watch on YouTube  ( 5 min )

Resident Evil Requiem’s Gamescom Opening Night Live 2025 trailer drops you into a pitch-black mansion alongside Grace and Alyssa Ashcroft, who have no idea what terrors await. This ninth mainline entry cranks the tension up to eleven, promising a “requiem for the dead” and a “nightmare for the living” as you scramble to stay one step ahead of unseen horrors. Backed by cutting-edge tech and a veteran dev team, RE9 pledges richer characters, more immersive gameplay, and heart-stopping scares that’ll have you fighting for your life at every turn. Get ready to face your worst nightmares. Watch on YouTube  ( 5 min )

Gamescom’s Opening Night Live 2025 just dropped a whirlwind 52-minute highlight reel packed with world premieres and surprise crossovers. From the adrenaline-pumping reveal of Call of Duty: Black Ops 7 to the gothic thrills of Resident Evil Requiem and the mystical Ghost of Yotei, fans got a taste of everything. Other standout moments included a Lego Batman: Legacy of the Dark Knight showcase, a Monster Hunter Wilds × Final Fantasy XIV collab, Fallout Season 2 news, a live set from Clair Obscur’s Expedition 33, plus new looks at Silent Hill f, Zhong Kui: Black Myth, Indiana Jones and The Great Circle, and more indie and AAA titles on the horizon. Watch on YouTube  ( 5 min )

World of Warcraft: Midnight – Cinematic Tease Blizzard just dropped the Opening Cinematic for World of Warcraft: Midnight, the second expansion in the Worldsoul saga. Set your sights on Quel’Thalas and the Sunwell as the Void’s shadow creeps in, threatening to tear apart elven tribes and everything they hold dear. Get ready to rally the Light’s champions and unite the elves (and their allies) in an epic fight for peace. World of Warcraft: Midnight storms onto PC in 2026—mark your calendars! Watch on YouTube  ( 5 min )

After years of development hell, Bloodlines 2 finally delivers a slick mystery dripping with atmosphere, top-notch voice acting and fun parkour-style traversal through Seattle’s gothic streets. The story hooked me from the start with its sharp writing and strong performances. That said, the combat can feel a bit clunky and the Masquerade stealth rules are almost too lenient for high-stakes vampire politics. Still, I’m thirsty for more—and eager to sink my fangs into the rest of this undead playground. Watch on YouTube  ( 5 min )

Warhammer 40,000: Dawn of War 4 – Official Announcement At gamescom 2025’s Opening Night Live, Relic Entertainment dropped the first trailer for Dawn of War 4, narrated by Blood Ravens Captain Cyrus. Set on the war-ravaged planet Kronus in 2026 (PC), it teases epic RTS battles, classic base-building, massive armies and a brand-new narrative 200 years after Dark Crusade. You’ll command four iconic factions—Space Marines (Blood Ravens), Orks, Adeptus Mechanicus and Necrons—alongside familiar faces like Jonah and Gorgutz. Expect all the deep strategy and modern polish that made the series legendary. Watch on YouTube  ( 5 min )

Ready to go full ’80s action hero? In John Carpenter’s Toxic Commando, Saber Interactive serves up a neon-drenched, first-person co-op shooter where an experimental Earth-core power play goes horribly wrong, unleashing massive hordes and colossal bosses. Team up with friends, pick from class-based kits, and unleash grenades, special abilities and a wicked arsenal to blast your way through wave after wave of mutants. Mark your calendars for early 2026—Toxic Commando storms onto PS5, Xbox Series X|S and PC (Steam & Epic Games Store). Check out the gamescom 2025 gameplay trailer for your first taste of retro-futuristic mayhem! Watch on YouTube  ( 5 min )

Project Spectrum just premiered its Story Teaser Trailer at gamescom 2025, inviting you into a chilling first-person horror shooter from Team Jade. You’ll wander through a pitch-black forest teeming with grotesque, supernatural anomalies hungry for violence. Armed with a deadly arsenal, your goal is simple: survive at all costs. Will you stalk the monsters, or become their next victim? Either way, the hunt is on—and Project Spectrum is coming soon. Watch on YouTube  ( 5 min )

Ghost of Yotei: Song of Vengeance Trailer | gamescom 2025 Ghost of Yotei is the upcoming third-person action-adventure sequel from Sucker Punch, putting you in the sandals of Atsu on a revenge-fuelled quest across scenic Ezo. Track down the Yotei Six—responsible for a family tragedy—by taking on bounties with a fresh arsenal of weapons and gear. Mark your calendar for October 2, 2025 on PS5, and get ready for Ghost of Yotei Legends, a co-op mission mode landing in 2026. Watch on YouTube  ( 5 min )

Black Myth: Zhong Kui – gamescom 2025 Reveal Trailer Get hyped for Game Science’s next action-packed, souls-like RPG set in a beautifully dark, Chinese mythological world. You’ll pick up as the Destined One, tackling fierce foes, unraveling hidden truths and diving into mystical events you won’t see coming. From epic boss battles to hauntingly gorgeous environments, this trailer teases a story full of twists, challenges and supernatural flair. Black Myth: Zhong Kui is coming soon—stay tuned for your next adventure in the realm of gods and demons! Watch on YouTube  ( 5 min )

Resident Evil Requiem – Gamescom 2025 Gameplay Trailer Capcom’s latest survival-horror shooter flips between third- and first-person as you step into the shoes of FBI analyst Grace Ashcroft. When a new case drags her back into the Raccoon City outbreak, she uncovers chilling connections to her mother and a sinister plot that’ll have you on edge. Mark your calendars for February 26, 2026—Requiem arrives on PlayStation 5, Xbox Series X|S and PC (Steam). Watch on YouTube  ( 5 min )

In this blog post, we'll tackle some interesting coding questions related to Kotlin generics. But first, let's quickly recap the fundamentals. Generics in Kotlin allow us to write classes, interfaces, and functions with a placeholder for a type, so as to create reusable and type-safe code that can work with different types. Kotlin has declaration-site variance(with the generic class or interface's declaration) and use-site variance, aka type projections(in function signature). out - keyword used to mention the type is a producer(can return values of type T). in - used to mention the type is a consumer(can accept values of type T). where - used to indicate that the type has more than one constraint. reified - to preserve the type information at runtime, facilitates safe type-check with 'is'…  ( 8 min )

🚀 Auto-Translation – i18n in Seconds, Not Hours I’m Asad Rafi, an 18-year-old MERN stack & creative frontend developer. One thing that always frustrated me was i18n setup: Hours wasted creating folder structures Manually wrapping every single string Copy-pasting translations and still missing keys It was boring, repetitive, and error-prone. So I built Auto-Translation 💡 — a CLI that makes i18n setup effortless. ⚡ What used to take 3–5 hours, now takes 30 seconds. This is just the beginning. I want to make this the go-to i18n automation tool for developers. ✨ I’d love to connect with other passionate devs who want to contribute, improve, and push this project further. 👉 Check it out: 1.- https://github.com/asadrafi1221/auto_translate_npm_package | https://www.npmjs.com/package/auto-translation#-stats--usage Let’s build something big together 🚀  ( 5 min )

How I Became a React.js Developer in a Top MNC (and How You Can Too!) When I started my journey in web development, I was fascinated by how React.js was powering modern applications across the globe. But honestly, the road wasn’t easy—I made mistakes, learned from them, and built a roadmap that finally helped me land in a top MNC. Here’s my roadmap (so you don’t repeat my mistakes): Step 1: Master the Fundamentals Step 2: Dive Deep into React.js Step 3: Build Real Projects Step 4: Learn Ecosystem Tools Step 5: Prepare for Interviews Mistakes I Made (That You Should Avoid): My Advice: Focus on clarity over speed. Don’t rush to become a “full-stack developer” on Day 1. Start small, be consistent, and your growth will compound. Today, working at an MNC, I can say one thing: It’s not luck, it’s preparation meeting opportunity.  ( 6 min )

HuntingPad by 51NewYork is a smart, AI-powered Chrome extension designed for modern professionals who want to take control of their job search with less effort and more results. HuntingPad simplifies your job hunt with powerful features built right into your browser: ✅ One-click job post capture from any site 🔔 Smart reminders so you never miss a deadline 🤖 AI insights to guide follow-ups and resume customization 📁 Auto-organization of your job search materials 🧠 AI-powered resume and cover letter personalization No credit card required. Setup in just 30 seconds. You've built a strong career—led teams, launched products, hit targets. But job hunting in today's market feels broken: “You send application after application, yet hear nothing back. Even with an impressive resume, you're fac…  ( 7 min )

A post by pio samueloliha  ( 5 min )

In 2025, the demand for fast, SEO-friendly, and dynamic web experiences is stronger than ever. While client-side rendering still powers many web apps, server-side rendering (SSR) has reemerged as a key architectural choice — thanks to modern tooling, improved performance, and better developer ergonomics. Two of the most prominent SSR frameworks today are Nuxt.js, built on Vue, and Next.js, built on React. Both have matured significantly over the past few years, offering hybrid rendering capabilities, powerful module systems, and support for modern edge infrastructures. But which one should you choose for your next project in 2025? In this article, we’ll explore the state of SSR today, evaluate the strengths and trade-offs of Nuxt and Next, and help you decide based on your project’s needs.…  ( 8 min )

How I Organize My Files Roger Stach ・ Dec 5 '17 #folders #productivity #discuss  ( 5 min )

BootstrapVue was once the go-to choice for combining Bootstrap with Vue. But times changed: Vue 3 became the standard, Bootstrap 5 took over, and BootstrapVue itself stopped evolving. So what now? Enter BootstrapVue Next – a community-driven project that tries to fill the gap. But the real question is: is it mature enough to replace the original? Supports Vue 2 only – incompatible with modern Vue 3 projects. No Bootstrap 5 support – stuck with Bootstrap 4. Development has stalled – no bugfixes, no new features for years. Increasing security & compatibility risks. And yet… BootstrapVue still shows ~176,000 weekly downloads on npm. Why? Many legacy projects are still running on Vue 2 and won’t migrate anytime soon. Some companies prefer the stability of “old but proven” libr…  ( 6 min )

It's everywhere, it's eating up every other dev topic debate: learn to dev with AI or you'll be replaced. As a dev, I can't help but feel threatened by these claims. Way more than I should. I mean, I love hacking around with the new cool toy as much as anybody. I use code assistants all day long, from Cursor tab to RefactAI. I felt so clever when I automated ticket creation with Jira MCP with full codebase and commit history knowledge. I felt not so clever when my "instant" refactoring took me a full day to review and rewrite to fix "just that little bug". I love automating my work as much as the next dev, but I also love to measure the results of automation. So when big names come up with dull articles about the "4 levels of dev with AI" which is that close to "top 5 agents to pop up a un…  ( 10 min )

19th Aug 2k25, Hlo guyzz , I hope you all are doing well. binary search basics revised first and last occurrence of an element implementing upper bound implementing lower bound potd With clg it sometimes gets difficult to be consistent , but i am just trying my best to be as consistent as i can . Good Night  ( 5 min )

Kubernetes - Production-Grade Container Orchestration for Cloud-Native Applications The open-source container orchestration platform that automates deployment, scaling, and management of containerized applications across clusters Kubernetes has emerged as the industry-standard container orchestration system, abstracting underlying infrastructure complexity while enabling organizations to deploy, scale, and manage applications efficiently across hybrid and multi-cloud environments. Originally developed by Google and now maintained by the Cloud Native Computing Foundation, Kubernetes powers critical infrastructure for organizations ranging from startups to Fortune 500 companies. With the recent release of v1.34.0 in August 2025 and 96% organizational adoption, Kubernetes has established it…  ( 12 min )

The Blackboard Pattern: A Framework for Complex Problem Solving Athreya aka Maneshwar ・ Aug 19 #webdev #programming #systemdesign  ( 5 min )

If you’re trying to manage equipment maintenance using spreadsheets or manual reminders, things will eventually fall through the cracks. With the right setup inside Business Central, you can move toward a more reliable, automated system—especially with an app like Maintenance Manager. This post covers how users are handling maintenance planning, task assignment, and work order tracking directly inside Business Central, without relying on outside tools. Yes. With the Maintenance Manager app, you can define maintenance tasks that run on a schedule or usage-based interval—like runtime hours, distance, or output. Tasks can be for preventive work (like monthly checks), one-off repairs, or template-based jobs. You link them to specific equipment, define steps (routing/BOM), and let the app track…  ( 6 min )

DEV.to is more than just a blogging platform — it’s a thriving community for developers to share knowledge, learn, and grow. Whether you’re new to DEV or have been around for a while, here are 10 essential features every member should know about: The core of DEV is writing. You can share tutorials, case studies, opinions, or personal stories. DEV supports Markdown, making it simple to format your posts with code snippets, images, and embeds. Tags are powerful for discoverability. When writing, you can add up to 4 tags that describe your article. Popular tags like #javascript, #python, #webdev, and #programming can help reach the right audience. DEV isn’t just about writing — it’s about conversation. Engage with readers and writers in the comments. Meaningful discussions often add as…  ( 7 min )

Servus and welcome to Day 44* of my journey — today I didn’t manage to get any work done. A family member had a birthday, so the whole day was dedicated to celebrating. Sometimes you just have to hit pause and enjoy time with loved ones. ❤️ Tomorrow I’ll be back at it, continuing where I left off. See you then, Jonathan (0xj0n1)  ( 5 min )

Running AI Models with Docker Compose Pradumna Saraf ・ Aug 19 #docker #ai #devops #programming  ( 5 min )

The job search is tough — and let’s be honest, rejection is a frequent guest. After countless resumes and too many “we’ll keep your application on file” replies, I realized I needed a new strategy. I didn’t want to just wait around; I wanted to keep my skills sharp and show my passion for development in a way that stood out. a 2D interactive resume built with JavaScript. JavaScript skills and my passion for creating unique, interactive experiences. Kaboom.js — a fun, simple, and powerful JavaScript game engine. This was a new experience for me, and I was excited to see what I could create. The first step was to set up the environment. Vite for its lightning-fast setup and instant hot module replacement, which is a game-changer for development. To maintain code quality from the start, I in…  ( 8 min )

Can We Break a Public Course Record? (Frustrating) Grant Horvat and Garrett Clark hit a random public golf course, goof around, share tips, and try to shoot the course record—spoiler: it’s tougher than it looks. Along the way they shout out sponsors (Celsius, Primo Golf Apparel, Takomo, For Wellness, Lab Golf putters, TaylorMade) and drop discount codes, plus links to their channels and socials for more golf antics. Watch on YouTube  ( 5 min )

Rick Shiels gives Ian Poulter a ten-stroke head start in an 18-hole rematch at Real Club Valderrama during LIV Golf Andalucía, hoping to avenge a one-shot loss from their last clash. With Rick at –10 and Ian at even par, they’ll battle the legendary course and each other for bragging rights. Off the course, Rick’s channel is your go-to for gear reviews, coaching on drives, irons, chipping and putting, plus podcasts and limited-edition merch to help you play better golf and enjoy every round. Watch on YouTube  ( 5 min )

Call of Duty: Black Ops 7 – TL;DR Get ready for the wildest Black Ops yet: a reality-bending Co-Op Campaign, heart-pounding Multiplayer action across 18 launch maps, and the spine-tingling comeback of Round-Based Zombies. Strap in, embrace the chaos, and experience mayhem like never before! Watch on YouTube  ( 5 min )

Warhammer 40,000: Dawn of War IV Get ready to lead massive battles on Kronus in the newly revealed RTS sequel, Dawn of War IV, shown off at Gamescom Opening Night Live 2025. It promises the largest campaign yet with over 70 missions, four playable factions (hello, Adeptus Mechanicus!), and a gory expanded Sync Kill system that hearkens back to the series’ brutal roots. Solo or team up to tackle John French’s epic narrative, then dive into endless Last Stand and Skirmish modes or test your mettle in intense multiplayer clashes. Dawn of War is back—and bigger, bloodier, and more strategic than ever. Watch on YouTube  ( 5 min )

Onimusha: Way of the Sword – The Genma Experiments Trailer Capcom has unleashed a chilling new trailer for Onimusha: Way of the Sword, aptly titled “The Genma Experiments.” You’ll witness nightmarish Genma cooking up horrors for legendary samurai Musashi, meet the sinister mastermind Dokyo, and face off against a host of brand-new, macabre Genma variants. Mark your calendars for 2026—Onimusha: Way of the Sword is slicing onto PlayStation 5, Xbox Series X|S and Steam, promising a blood-soaked blend of swordplay action and supernatural frights. Stay tuned for more devilish details! Watch on YouTube  ( 5 min )

NINJA GAIDEN 4 – Official Story Trailer NINJA GAIDEN 4 slices back into action, carrying the franchise’s legendary ninja legacy into a modern era with adrenaline-fueled combat and sleek style. The trailer throws down epic battles where shadows loom, steel clashes, and no-holds-barred ninja moves meet cutting-edge innovation—get hyped for a high-octane stealth adventure! Watch on YouTube  ( 5 min )

Hey DEV community! 👋 We're the team behind Google AI Studio and the Gemini API at Google DeepMind. We'll be answering your questions live on August 28, 2025. Add your questions to the comment section below! Questions with the most reactions will be prioritized so please get them in early. Paige Bailey (@dynamicwebpaige): AI Developer Relations Lead Patrick Loeber (@pat_loeber): Developer Relations Engineer Full list of participating team members coming soon! 🤖 AI Studio: Our developer platform where you can experiment with Gemini models, including access to our latest experimental releases. 🔧 Gemini API: APIs that serve millions of developers and process trillions of tokens. 🎨 Multi-modal & Open-Source Models: Advanced AI models including Veo (video generation), Imagen (image generat…  ( 6 min )

Hello, I'm Shrijith Venkatramana. I’m building LiveReview, a private AI code review tool that runs on your LLM key (OpenAI, Gemini, etc.) with affordable pricing -- built for small teams. Do check it out and give it a try! If you're looking to spin up quick APIs without managing servers, AWS Chalice might be your next go-to tool. It's a Python framework that lets you build and deploy serverless apps on AWS Lambda, and the best part? You can host experimental dynamic APIs for free under AWS's free tier limits. In this guide, we'll walk through getting started, from setup to deployment, with plenty of code examples you can copy-paste and run. We'll keep things practical, focusing on what works for rapid prototyping. By the end, you'll have a running API, plus ideas on handling events like S3…  ( 9 min )

You Don’t Wait for Ideas. You Engineer Them. "You can generate ideas at will." Ideas don't just fall from the sky. They emerge from systems you weren't tracking. You might call an idea "random" because: Your awareness was offline, or Your model of cognition is too shallow. But just because you didn't witness the mechanism doesn't mean there wasn't one. Your mind is a computational pattern-detector. Every idea ever formed requires three things: Inputs: Data, memory, tension, contradiction, observation Processing: Association, compression, contrast, iteration Output: A coherent novelty This is the fundamental frame: Input → Throughput → Output Even when unconscious, your mind still runs this pipeline. There are no exceptions, no magic—just delayed recognition. "Sudden inspiration" is a myt…  ( 18 min )

The Best Minimal Chrome To-Do List Extension You’ll Ever Need Rohan Ravindra Kadam ・ Aug 19 #chrome #extensions #programming #ai  ( 5 min )

If you are new to cybersecurity or penetration testing, one term you will encounter frequently is wordlist. Understanding what it is and how to use it effectively is important before diving into tools like Crunch. A wordlist is simply a collection of words or phrases, usually stored in a text file. In cybersecurity, wordlists are most commonly used for password cracking. Tools like John the Ripper or Hashcat use wordlists to try different passwords against a target system. Think of a wordlist as a giant set of possible keys you can try to unlock a door. The more relevant and targeted the words, the higher your chances of success. There are prebuilt wordlists available online, like the famous rockyou.txt, but sometimes you need something custom. That is where Crunch comes in. Passwords ofte…  ( 7 min )

If you’ve searched for the best Chrome to-do list or browser-based task manager, you’ve probably noticed a pattern: most tools are overcomplicated. ToDo - Keep it Simple When I needed a simple way to manage tasks directly in my browser, every option I tried had the same problems: 1️⃣Overloaded with features I didn’t need. 2️⃣Forced account sign-ups. 3️⃣Distracting, cluttered interfaces. So, I built my own. Why Most Chrome To-Do List Extensions Fail 1️⃣Mandatory logins and online accounts. 2️⃣Slow, bloated dashboards. 3️⃣Limited offline use or poor cross-device sync. For quick reminders like “Send report” or “Buy groceries,” these tools felt like overkill. Introducing ToDo — Keep It Simple Key features: ✅ Add tasks instantly from your Chrome toolbar. ✅ Organise by category (Work, Education, Food, Other). ✅ Mark complete in one click (moves to a “Completed” section). ✅ Automatic Chrome sync — your to-do list follows you across devices. ✅ No sign-up, no ads, no tracking. How This Minimal Browser Task Manager Works Type your task. Pick a category. Click “Create Task.” That’s it. Why This Could Be the Best Chrome To-Do List for Minimalists ToDo - Keep it Simple If you’re someone who values: ✅Zero learning curve ✅Instant access ✅Distraction-free design …then this might be the best Chrome extension for productivity you’ll find. Try It Out — Free on Chrome Web Store If you try it, let me know in the comments — I’m collecting feedback for the next update. Thinking about adding: Dark mode 🌙 Recurring tasks 🔄 Google Calendar sync 📅 ToDo - Keep it Simple Thank You ❤️ If you’ve read this far, I want to express my gratitude for supporting independent makers. Every install, comment, and suggestion helps me keep building tools that put simplicity first. Here’s to getting more done with less clutter. 🙌  ( 7 min )

I’ve been working in software testing for over 10 years — from manual QA to automation and now leading QA teams. Over this time, I’ve seen how fast the industry evolves. But nothing has accelerated change in testing as much as AI 🤖. As a QA Lead & Manager, I use AI every day to speed up testing, reduce repetitive tasks, and make smarter decisions for my team. Here are my top 5 ways AI is transforming QA leadership: 1️⃣ Smarter Test Prioritization AI helps leaders focus on what matters most by predicting which test cases are critical based on risk and past failures. No more guessing — data-driven decisions win. 2️⃣ Accelerated Test Automation Instead of spending hours writing boilerplate scripts, AI-assisted tools generate tests automatically. This frees my team to focus on strategy and innovation ✨. 3️⃣ Enhanced Defect Prediction By analyzing historical bug data, AI can predict where defects are most likely to appear. This means we can allocate resources better and improve release confidence. 4️⃣ Intelligent Test Maintenance One of the biggest pains in QA is flaky or outdated tests. AI-driven tools can self-heal scripts, reducing maintenance time and frustration for the team. 5️⃣ Data-Driven Leadership For me as a QA Lead, AI provides dashboards and insights that help in reporting, team planning, and decision-making. It’s not just about testing faster, but leading smarter 💡. 🌍 The Future of QA Leadership AI isn’t replacing testers — it’s empowering us to focus on higher-value work: critical thinking, quality strategy, and leadership. As QA leaders, we now have tools to scale impact like never before. 💬 Your turn: How do you see AI changing QA and leadership in your organization?  ( 6 min )

Hello, Everyone! Starting with MongoDb! What is MongoDB: In simple terms its a database where in we can store data! By defination, its a No-Sql database that stores a data in flexible and document-oriented format. Data is stores as JSON-like documnents. It is Scalable means it good for handling very large datasets. Here we can see the how the data store in db: So let's start with how can you connect with MongoDB: Go to https://www.mongodb.com/products/platform/atlas-database Create your free account. This will be central hub for managing clusters. Make a free cluster here. Here yo've to select free one and then just add the cluster name and select the create button. After Creating the cluster you'll get username and password which is important for connection string. -Copy thi…  ( 6 min )

CVE ID CVE-2023-46604 Apache ActiveMQ Deserialization of Untrusted Data Vulnerability Project: Apache Product: ActiveMQ Date Date Added: 2023-11-02 Due Date: 2023-11-23 Apache ActiveMQ contains a deserialization of untrusted data vulnerability that may allow a remote attacker with network access to a broker to run shell commands by manipulating serialized class types in the OpenWire protocol to cause the broker to instantiate any class on the classpath. Known Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable. https://activemq.apache.org/security-advisories.data/CVE-2023-46604-announcement.txt; https://nvd.nist.gov/vuln/detail/CVE-2023-46604 Apache ActiveMQ Flaw Exploited to Deploy DripDropper Malware on Cloud Linux Systems Mimo Hackers Exploit CVE-2025-32432 in Craft CMS to Deploy Cryptominer and Proxyware Oracle Releases January 2025 Patch to Address 318 Flaws Across Major Products RansomHub Ransomware Group Targets 210 Victims Across Critical Sectors Common Vulnerabilities & Exposures (CVE) List  ( 5 min )

"How hard could it be to detect when someone presses Ctrl+C?" Famous last words before a 3-day deep dive into VS Code's internals. Sometimes the simplest requirements lead to the most fascinating technical challenges. This is the story of how I learned to intercept VS Code commands without breaking everything. Detecting keybindings in VS Code requires intercepting commands, parsing keybinding configurations, and handling edge cases. Here's how I built a robust system that monitors 70+ commands without affecting performance or user experience. The requirement seemed straightforward: "When a user presses Ctrl+C, show a notification." My initial naive approach: Listen for keyboard events ⌨️ Detect Ctrl+C combination 🔍 Show notification 📱 Profit! 💰 Spoiler alert: This approach lasted exac…  ( 12 min )

Statistics in Tableau Data in the right hands can be extremely powerful and can be a key element in decision making. American statistician, W. Edwards Deming quoted that, “In God we trust. Everyone else, bring data”. We can employ statistical measures to analyze data and make informed decisions. Tableau enables us to calculate multiple types of statistical measures like residuals, correlation, regression, covariance, trend lines and many more. Today let’s discuss how people misunderstand causation and correlation using Tableau. Correlation is a statistical measure that describes the magnitude and direction of a relationship between two or more variables. Causation shows that one event is a result of the occurrence of another event, which demonstrates a causalrelationship between the two …  ( 8 min )

Why Zig Could Be the Future of Systems Programming in 2025 When people talk about systems programming, C and Rust often dominate the conversation. But there’s another contender silently gaining attention: Zig. While still under the radar for many developers, Zig is quickly proving to be a language that could change how we think about building fast, reliable, and low-level software. Zig is designed with simplicity, predictability, and control in mind. Unlike Rust, which focuses heavily on ownership and borrowing, Zig takes a different route: Manual memory management (without being painful) No hidden control flow Cross-compilation built into the language Readable error handling with try instead of exceptions It’s not about reinventing the wheel — Zig is about giving develope…  ( 6 min )

Intro – APIs + automation use cases APIs make it easy for software to talk to software. With a few HTTP calls, you can move data between tools, trigger workflows, and generate reports without manual steps. Common automation use cases: Lead capture → CRM: Send a form submission into HubSpot or Salesforce. E‑commerce → accounting: Post new orders to your bookkeeping system. App events → Slack/Email: Notify teams instantly when important events occur. User actions → spreadsheets: Log signups or errors into Google Sheets for quick analytics. You’ll build a small, practical pipeline: when a new user signs up, a Python script sends their data to Google Sheets via a webhook URL. Then you’ll optionally enrich those users with a second API and handle authentication securely. Goal: Every time a ne…  ( 9 min )

Intro – webhook vs API polling APIs let you fetch data on demand; polling is when your system repeatedly asks, “Anything new yet?” at a schedule. Polling is simple but inefficient: you waste requests when there’s nothing to fetch, and you discover changes only after your next poll. Webhooks invert the flow. Instead of you polling, external systems call your endpoint immediately when something happens e.g., Stripe charges succeeded, GitHub push events, or a CRM contact update. The result is: Faster reactions (near real-time). Lower infrastructure and API costs (no wasteful polling). More scalable automation (events drive workflows). A good webhook receiver must be reliable, secure, and fast: accept the request, verify authenticity, enqueue work, and return 2xx quickly. Think of a five-ste…  ( 9 min )

Why automated tests matter Automated end-to-end (E2E) tests give you confidence that core user flows like login, signup, checkout, and profile updates work every time. They: Catch regressions early: Breakages are detected before production. Speed up releases: CI runs tests on every pull request. Document expected behavior: Tests double as living documentation. Reduce manual QA: Engineers focus on higher-value work. Cypress is a developer-friendly E2E framework that runs in the browser, offers great debuggability, and has first-class tooling for network control, retries, and time-travel debugging. Below, you’ll find a full login test you can drop into a project, plus a parallel Playwright example for comparison. npm install --save-dev cypress Optional but recommended scripts in package.j…  ( 10 min )

Adam Savage Live Stream – Tuesday, Aug. 19 at 3 pm PT Join Adam for a special Tested livestream where he’ll be taking your MythBusters questions live on YouTube. Make sure you’re signed into your account and opted in for gifted memberships—you might score a free one just for watching! Can’t get enough Savage? Subscribe, join the Tested channel for member perks (like asking Adam your questions), and check out Tested merch, events, and socials for more behind-the-scenes fun. Watch on YouTube  ( 5 min )

Venna | A COLORS ENCORE South London saxophonist-producer Venna returns to COLORS with a captivating, in-the-moment sax freestyle that builds on the magnetic vibe of his track “My Way.” Expect stripped-back visuals and raw musical energy that put his improvisation front and center. Stream the encore and keep up with Venna on Instagram, then dive into COLORS’ curated playlists, 24/7 livestream and social channels—an all-around aesthetic platform dedicated to showcasing fresh, distinctive talent without any distraction. Watch on YouTube  ( 5 min )

Carousel posts are your secret weapon for social media storytelling—letting you break big ideas or event details into bite-sized, swipeable slides that keep audiences hooked. They blend visuals and info in a seamless flow so you can guide followers through dates, highlights, or a brand narrative without overwhelming them, all while boosting engagement and memorability. This tutorial walks you through crafting these carousels in Adobe InDesign from scratch: setting up documents and grids, cropping for Instagram’s wall feed, juggling images, type and colour, creating design permutations, managing styles and exporting ready-to-post slides in minutes. Plus, you get handy timestamps, downloadable course assets, and an invite to the GDS design community for extra feedback and challenges. Watch on YouTube  ( 5 min )

The Hidden Dangers of AI-Driven Automation: What We’re Overlooking Artificial Intelligence (AI) and automation are reshaping industries at lightning speed. From automated customer support to AI-generated code and self-learning supply chains, the push for efficiency is stronger than ever. But amid the excitement, there’s a darker, less-discussed reality: the unintended consequences that could leave lasting scars on our workforce, privacy, and even human creativity. When machines begin performing tasks humans once mastered, we risk losing essential skills. Think about pilots who now rely heavily on autopilot or developers leaning entirely on AI coding assistants. Over time, these abilities atrophy, leaving professionals less prepared when automation fails. Most discussions about AI and…  ( 6 min )

The Long Walk is an upcoming R-rated thriller directed by Francis Lawrence (The Hunger Games series) and based on Stephen King’s debut novel. San Diego Comic-Con even deemed the exclusive red-band clip too intense to show in full, promising a chilling, high-stakes journey that asks: just how far would you go? Starring Cooper Hoffman, David Jonsson, Garrett Wareing, Tut Nyuot, Charlie Plummer, Roman Griffin Davis, Mark Hamill, and more, this emotionally charged adaptation hits US theaters on September 12, 2025. Watch on YouTube  ( 5 min )

Cinder City Official Trailer Highlights Cinder City (formerly Project LLL) is a gritty MMO tactical shooter from BigFire Games (an NCSOFT studio), landing on PC and consoles in 2026. The gamescom 2025 trailer teases brutal, high-tech combat across iconic, post-apocalyptic Seoul landmarks, complete with terrifying threats and savage gameplay loops. You suit up as a futuristic knight on a solo or co-op mission to find the lead character’s missing daughter, forcing you into tough moral choices in a world reshaped by future tech. Don your armor, gather your squad, and prepare for a savage fight to uncover the city’s deadly secrets. Watch on YouTube  ( 5 min )

Grindworm Official Announcement Trailer Get ready for a claustrophobic thrill ride: Grindworm tosses you into a collapsed underground mine, buried alive with nothing but a creaky old mining machine and your wits to cling to. It’s all about isolation, creeping dread, and watching reality warp as you claw your way toward freedom. With its tense atmosphere and short-but-sweet horror vibe, Grindworm promises a gut-wrenching experience on PC. Check out the announcement trailer and brace yourself for darkness—this one’s not for the faint of heart! Watch on YouTube  ( 5 min )

Automation Brew Friday, May 17, 2024 Top Stories [Quick Hits [Community Q&A [Comment Spotlight Top Stories I Built a Personal AI Assistant That Runs My Life Through WhatsApp, Powered by n8n and a Self-Hosted LLM A user shares a comprehensive AI assistant built with n8n that manages daily tasks via WhatsApp, from bill payments and scheduling to summarizing emails and acting as a music DJ. The system uses a central AI brain to delegate tasks to specialized sub-workflows, integrating with various APIs for a seamless conversational interface. Why it matters By the numbers Discuss on r/n8n → [I Built an AI Agent Army in n8n That Completely Replaced My Personal Assistant This project details a multi-agent AI system built in n8n that functions as a 24/7 personal assistant via Telegram, managing…  ( 8 min )

Hey Guys, if you have been able to reach this far in the series, congratulations🥳🥂. Today, we are going to cover 3 different beginner-friendly tasks that are going to help us understand how to write code in Java. The first task has a demo code at the end for reference, but for the others, you would have to try them out and explore on your own. afuncal188@gmail.com, and I will be more than happy to assist you. I will be giving a shout-out to the best performers of these projects in one of my blogs. To stand a chance, please complete the three projects yourself (no A.I.) with a readme file talking about all the mistakes you encountered and what you learnt from this.Place the three projects with the readme file and zip them together. Afterwards send them to my email; afuncal188@gmail.com. I…  ( 8 min )

Hi there! I'm Maneshwar. Currently, I’m building a private AI code review tool that runs on your LLM key (OpenAI, Gemini, etc.) with flat, no-seat pricing — designed for small teams. Check it out, if that’s your kind of thing. In software architecture, the Blackboard Pattern is a powerful design pattern that provides a centralized knowledge repository where multiple independent modules (called knowledge sources) can collaborate to solve complex problems. This approach is particularly useful when no single algorithm or subsystem can solve the problem entirely, but instead requires contributions from diverse specialized modules. Originally identified in the Hearsay-II project for speech recognition, the Blackboard Pattern has since been applied in domains such as artificial intelligence, de…  ( 7 min )

Welcome to this week's Top 7, where the DEV editorial team handpicks their favorite posts from the previous week. Congrats to all the authors that made it onto the list 👏 Everything I Know About GitHub Copilot Instructions — From Zero to Onboarded (For Real) ⚡ Ashley Childress ・ Aug 13 #githubcopilot #ai #productivity #learn @anchildress1 walks us through the complete process of creating effective GitHub Copilot instructions, comparing three different approaches including Microsoft's generator, Coding Agent, and her own custom "Instructionalist" method. She emphasizes treating Copilot like a new senior developer who needs proper onboarding rather than being thrown into a codebase without guidance. Why VPS Rocks for Quick Deployments: My Story + Build an LLM-…  ( 7 min )

Author: Charith Amarasinghe We’ve all gotten used to clicking a button and getting a Linux machine running in the cloud. But when you’re building your own cloud, you’ve got to build the button first. Lately we’ve been writing about building out our Metal infrastructure one rack at a time. In our last blog, we spoke about the trials of building out the physical infrastructure. In this episode, we talk about how we operationalize the hardware once it’s installed. You’ve built your dream server with dual-redundant NICs and multiple redundant NVMe drives for resilience. You’ve ordered 100 units and got them all racked up and wired to your detailed diagrams. You go to the DC with your USB stick and reboot into your favorite Linux distro’s installer only to be greeted by the “Choose your Netwo…  ( 11 min )

🚀 Form Choice Limiter – Control Google Form Responses Easily I’m excited to share my new Google Forms™ add-on: Form Choice Limiter 🎉 With this tool, you can easily manage appointments, event registrations, or surveys by limiting how many times each choice can be selected. Once the limit is reached, the option disappears automatically – no more overbooked slots or extra responses! ✅ Main Features: Set custom limits for each option Get email notifications when a limit is reached Automatically remove options once full Restore deleted options anytime Send form links via SMS or Email (with QR code) Schedule restore (hourly, weekly, monthly, or custom date) 👉 Perfect for: Appointment bookings Class registrations Surveys with limited choices Event sign-ups 🎥 Video tutorials & instructions:https://youtu.be/fR66bff74qw https://workspace.google.com/marketplace/app/form_choice_limiter_limit_choice_elimina/919524732132?flow_type=2 Try it out and let me know your feedback! 🙌  ( 5 min )

Read this on Signadot, by Emmanuel Oyibo. Testing database schema changes in a shared environment can be tough. When multiple teams rely on the same database, modifying schemas might disrupt others. This challenge becomes critical when adding new columns or altering existing tables. However, you can overcome this problem. Using Signadot Sandboxes and Resource Plugins, you can create isolated databases for testing. Signadot allows you to spin up temporary databases specifically for your schema changes. This way, you can test modifications without affecting the shared database or impacting other teams. In this tutorial, we'll show you how to set up database isolation using Signadot. We'll use the HotRod demo application for this tutorial, particularly the location service that interacts with…  ( 15 min )

_INTRODUCTION_ As part of my journey to become a better developer, I made my first pull request on GiHub. At first, GitHub felt overwhelming-so many new terms like fork, clone, upstream, and pull request. But step by step, I understood how everything works. In this blog, You'll learn: 1.How to fork and clone a repository If you are a beginner, this guide will help you too! First let me help you to learn the Super Shot words FORK : Your copy of someone else's repo on your GitHub. CLONE : Download the code to your computor. BRANCH : A safe area to make changes. COMMIT : A snapshot of your changes with a message. PULL REQUEST: Asking the original repo to accept your changes. UPSTREAM : A nickname for the original repo you forked from. 1)Fork the Repository Open the…  ( 8 min )

Scratch Java program using Arithmetic operations What are the Arithmetic operations? By doing this program, I have understood the basic function of running a Java program. Steps that we should follow when we are using Notepad for compiling After completing the program, I have pushed to GitLab local to remote repository Note:-we have to push only the .java file not .class file  ( 5 min )

Kalau kamu penasaran: Apa itu PostgreSQL? Kenapa PostgreSQL penting di dunia database saat ini? Bagaimana asal-usul PostgreSQL? Bagaimana cara kerja PostgreSQL? Artikel ini akan menjawab semua itu dengan bahasa yang santai dan sederhana sehingga enak diikuti, bahkan kalau topik ini baru buat kamu. A. Apa itu PostgreSQL? PostgreSQL adalah salah satu sistem manajemen basis data relasional (RDBMS) yang sudah menjadi andalan banyak developer dan perusahaan. PostgreSQL dapat diibaratkan seperti 'arsiparis digital' yang bertugas mengatur, menyimpan, dan mengolah data secara rapi dan aman sehingga mudah ditemukan dan diakses kapanpun data dibutuhkan. B. Kenapa PostgreSQL penting di dunia database? Saat ini, PostgreSQL memegang peranan penting dan besar di dunia database. Banyak aplikasi …  ( 7 min )

Just first day and first post on the Dev! So ignore errors Spent the day getting my hands dirty with HashiCorp Vault — honestly feels like a developer’s Swiss Army knife for secrets. Instead of scattering creds in .env files or configs, Vault centralizes and secures them. You can: Store & rotate secrets safely Manage auth methods (tokens, userpass, etc.) Encrypt/decrypt data with the Transit engine 4.Write + attach fine-grained policies What I did today 👇 1.Deployed Vault dev server 2.Enabled secrets engines 3.Versioned, created, and destroyed secrets 4.Worked with auth tokens & userpass method 5.Used Vault UI & CLI 6.Played with policies (create, test, revoke)  ( 5 min )

I spend a lot of time working with Linux (mostly Ubuntu/Debian), and over time, I’ve noticed that there are a handful of commands I end up using almost every single day. Some are simple, some are a bit more advanced, but together they make my workflow faster and less frustrating. 1. ls -lh 2. grep 3. htop 4. df -h *5. du -sh ** 6. tar -czvf backup.tar.gz folder/ 7. ssh user@server 8. systemctl status 9. chmod and chown 10. curl https://example.com This list isn’t exhaustive, but these 10 commands cover most of my daily Linux tasks as a developer. The more I use them, the more I realize how powerful the command line is. What about you? Which Linux commands do you find yourself using every single day?  ( 6 min )

Welcome to the second in our series on "doglabbing" ngrok—you know, what we all call it when your engineers use your product in their homelabs and side projects. This time, it's James' homelab for a whole bunch of self-hosted services he shares with friends and family. -- I wanted to be able to have a central policy for controlling auth, header additions, and not need to think about these on a per endpoint basis. My solution was to create a CloudEndpoint CRD attached to wildcard domain, use set-vars to chop off the subdomain and forward-internal to an internal endpoint. Now I don't need to worry where my internal endpoints live, just what they are named. I have ngrok Kubernetes Operator-managed AgentEndpoints, ngrok Docker-started endpoints, and internal CloudEndpoints all with consistent …  ( 6 min )

Hello everyone! 👋 I'm currently on a learning journey into the world of DevOps and SRE, and I'm excited to share my experience with the DevOps SRE Daily Challenge. This week's task was a big one: setting up a full CI/CD pipeline to deploy a Python application. A huge shout-out to my mentor, Sagar Utekar, for guiding me through this. It was a fantastic learning experience, and I wanted to document the process for anyone else starting out. 👉 You can check out the final code on my GitHub repo: Hritikraj8804/devops-python-app First things first, I had to understand the tool. GitHub Actions is a powerful CI/CD platform built right into GitHub. It lets you automate almost anything — from running tests on every commit to deploying your application to the cloud. The key components I learned abo…  ( 7 min )

If you’ve ever worked with scroll events, search boxes, or API calls in JavaScript, you’ve likely faced the issue of functions running too often and slowing down your app. That’s where Throttle and Debounce come to the rescue! In this blog, I’ll explain the difference between throttle and debounce with real-world examples, code snippets, and when to use each one. 🔹 What is Debounce in JavaScript? Debounce makes sure a function runs only after a certain time has passed since the last call. 👉 Think of typing in a search box. You don’t want to call the API for every single keystroke. Instead, you want to wait until the user stops typing. ✅ Example: function debounce(func, delay) { let timeout; return function (...args) { clearTimeout(timeout); timeout = setTimeout(() => func.app…  ( 6 min )

Everyone's building AI agents these days, and everyone's teaching you how to do it in Python or JavaScript. Nothing wrong with Python. It's fast to prototype with and has a mature ecosystem. But I wanted to try something different. What if we could build a multi-agent system that orchestrates different specialised agents, each connected to real-world tools via MCP (Model Context Protocol), and what if we built it in Rust? That’s exactly why I built Codepilot, a multi-agent system that can handle Linear project management, GitHub repository operations, and Supabase tasks, all through a beautiful terminal UI. It’s a fun side project, and if you’re curious and want to try things with Rust, maybe you'll find this useful. The source code is available on my GitHub here: rohittcodes/codepilot. Tr…  ( 11 min )

Performance Testing MCP Servers in Kubernetes: Transport Choice is THE Make-or-Break Decision for Scaling MCP Chris Burns for Stacklok ・ Aug 19 #mcp #toolhive #kubernetes #ai  ( 5 min )

React Native empowers developers to build cross-platform mobile apps with a single JavaScript/TypeScript codebase. But being a React Native developer isn’t just about writing code—it’s about managing the entire lifecycle of an app: from setup and development to testing, optimization, and deployment. Before you dive into React Native, ensure you have strong fundamentals: JavaScript (ES6+) → Arrays, objects, arrow functions, promises, async/await. CSS → Flexbox, responsive layouts, positioning. React → Components, props, state, hooks (useState, useEffect, useContext). 👉 Pro Tip: If you’re new to React, learn React first. React Native simply extends React concepts to the mobile world. A solid development setup is the foundation of productivity. React Native CLI → Full control over nat…  ( 8 min )

Introduction The development landscape is rapidly evolving, and AI-powered coding assistants are becoming indispensable tools for modern developers. Cursor AI has emerged as a powerful IDE that seamlessly integrates AI capabilities into your development workflow. But what if you could extend its capabilities even further? Enter the Model Context Protocol (MCP) – a revolutionary framework that enables AI models to interact with external tools, databases, APIs, and services in real-time. This integration transforms Cursor AI from a smart code editor into a comprehensive development ecosystem that can perform complex tasks like file operations, database queries, web scraping, and much more. The Model Context Protocol is an open standard that enables AI models to securely connect to and int…  ( 10 min )

Let’s Build Burgers Together! Are you hungry for some fun coding? 😋 It’s simple: We provide burger ingredients 🥬🍅🧀🍔 You design your own burger (as creative as you like — pineapple? fried egg? triple cheese? go wild!) Upload it, and join the Burger Hall of Fame 🎥 Demo Wanna build your dream burger right now? 🍔✨ 👇🏻PLAY NOW click the button 1️⃣ Fork the repo 🍴 git clone https://github.com/YALDAKHOSHPEY/Burger_Builder.git 2️⃣ Build your burger masterpiece 3️⃣ Save it in the Your_Images/ folder 4️⃣ Add yourself to CONTRIBUTIONS.md 5️⃣ Push and open a Pull Request 🚀 It’s fun 🎉 It’s beginner-friendly 🐣 It’s a cool way to practice GitHub workflow 💻 And hey… who doesn’t love burgers? 🍔 If you like the project, give it a star on GitHub ⭐ click here 👩‍🍳 Coming Soon 🍕 Pizza Builder 🌭 Hotdog Creator 🥪 Sandwich Architect Wanna vote for your favorite burger? 🍔 Have secret ingredients to suggest? 🥑🍍🍳 Or just wanna hang out with other burger legends? 🏆 👉 Join the Discussions on GitHub Made with ❤️ by Yalda & Vida & DuyetBKU  ( 6 min )

You know that feeling when you boot up your IDE, take a deep breath, and say “Today I will be productive”? Yeah, 20 minutes later you’re Googling “flutter build error exit code 1 but only on Tuesdays” and questioning every decision that led you here. Tech is wild, man. It’s the only field where: You can write two lines of code and break the entire internet. You can write 200 lines of code and… nothing happens. No errors. No output. Just silence. Like your program ghosted you. You can install Node.js and suddenly your computer has more versions of Node than you have socks. Let’s talk about why solving tech problems is like fighting video game bosses. Every programmer remembers their first “Hello, World!” moment. It’s like the tutorial boss in a game: designed to make you feel powerful. “Wow…  ( 7 min )

DETAILED NOTES ON VERSION CONTROL What is Version Control? A system that records all changes and modifications to files in a project. Functions like a time machine for developers: you can go back to previous versions if mistakes happen. Essential for tracking progress, collaboration, and accountability in software development. Why is Version Control Important? Undo mistakes: Roll back to a safe point if errors are introduced. Track history: Know who made changes, when, and what was changed. Collaboration: Multiple developers can work on the same project without overwriting each other’s work. Conflict resolution: When different developers edit the same file, version control helps resolve conflicts. Transparency & accountability: Every change is logged and visible. Types of V…  ( 7 min )

How Star Wars control panels became cinema legends is the star of this Tested video, where we peek at Harry Lange’s brilliant designs in action. You’ll get up close with an Imperial Shuttle cockpit fragment from Return of the Jedi and an Imperial base door panel from Rogue One, complete with all the nuts, bolts, and screen-prints that brought a galaxy far, far away to life. If you’re itching to own a piece of cinematic history, both items are headed to Propstore’s EMLA: Los Angeles Summer 2025 auction—mark your star maps now! Watch on YouTube  ( 5 min )

Blondshell rocked the KEXP studio on June 4, 2025, delivering four fiery tracks—“23’s A Baby,” “Toy,” “Event Of A Fire” and “T&A”—with Sabrina Teitelbaum leading the charge on vocals alongside Kerri Stewart and Ray Libby shredding on guitars, Maia Nelson on bass/backing vocals and Anna Crane on drums. This live session was expertly captured by engineers Kevin Suggs and Jon Zott, mixed by Yves Rothman and mastered by Julian Martlew, with video work from Jim Beckmann’s camera crew and editing by Luke Knecht. Dive deeper at blondshellmusic.com or kexp.org and join their YouTube channel for exclusive perks. Watch on YouTube  ( 5 min )

In this episode Rick Beato goes off on Universal Music Group’s shady tactic of dropping bogus copyright strikes on YouTubers just to bully creators and keep them silent. He breaks down how these predatory practices are hurting the music community and warns other content makers to stay vigilant. On a brighter note, he’s also running a massive Labor Day sale—snag his entire six-course teaching system (ear training, music theory, guitar lessons and more) for just $109 (normally $735). And of course, a big shout-out to all the awesome Beato Club supporters who keep the show going strong. Watch on YouTube  ( 5 min )

In a first-of-its-kind twin study, Yoon-Mi Hur and co-author Gwanwoo Jo explore in Cambridge University Press “Genetic and Environmental Influences on Perceived Stress in South Korean Twins”. Part of the first body of research on stress within a collectivistic culture, the paper represents a significant advancement in the field of discovery on the interaction of our genes and our worlds on our mental health. While previous twin studies on perceived stress (PS) have been largely based in Western, individualistic societies, Yoon-Mi Hur’s study uniquely focuses on South Korea, a nation rooted in collectivist values. The research analyzed data from 1,372 twins aged 16–27 using the Life Stress Scale, targeting five domains of stress: Friendship Academic Stress Future Career Family Dispute Famil…  ( 6 min )

Introduction Over the past couple of years, I've been observing a trending phenomenon on X (Twitter): "build in public." Developers building products share screenshots, code snippets, and progress updates from their projects, posting them with the hashtag #buildinpublic. While this trend is fascinating, the projects being showcased are typically closed source and proprietary. I believe that #buildinpublic should be truly public, with projects being open sourced from day one. That's why I'm excited to announce my new open source project flow-run, which I'll build completely in public and document every step of the journey. The source code will be available on GitHub from the very first day of development. The idea for this project was inspired by my previous product ai-svc, developed for…  ( 9 min )

Overview The goal is to build a prototype that processes unstructured data held by companies (chat logs, PDFs, screenshots, recordings, etc.) using BigQuery's AI capabilities to solve real-world business problems. Utilizing BigQuery's generative AI features Vector search: ML.GENERATE_EMBEDDING, VECTOR_SEARCH, etc. Integrated analysis of structured/unstructured data: Object Tables, ObjectRef, Multimodal DataFrame, etc. Also, the evaluation criteria are different from typical Kaggle competitions: Technical Implementation (35%): Code quality, effective use of BigQuery AI Innovation and Creativity (25%): Novelty of solution, business impact Demo and Presentation (20%): Clarity of problem definition, documentation quality Assets (20%): Quality of blog/video, public GitHub repository Bonus (10%): Feedback, survey submission The most distinctive feature is that no data is provided Code by Dao Sy Duy Minh https://www.kaggle.com/code/daosyduyminh/simple-tutorial-weather-forecasting Python and Prophet It seems you can use Prophet through bigquery.Client(). BigQuery ML You can retrieve datasets with dataset = bigquery.Dataset(dataset_id) and use them directly. Usage is as simple as writing client.query(train_query), requiring relatively little code. BigQuery Generative AI Large-scale predictions are possible using FROM AI.FORECAST  ( 5 min )

SQL (Structured Query Language) is a standard language used to interact with databases. It allows you to: SQL is the language of databases. Types of SQL Commands SQL is divided into different types based on their purpose: 1.DDL (Data Definition Language) – Defines the structure of the database. Examples: 2.DML (Data Manipulation Language) Examples: 3.DQL (Data Query Language) Example: 4.DCL (Data Control Language) Examples: 5.TCL (Transaction Control Language) Examples: Simple way to remember: DDL → Structure DML → Data DQL → Query DCL → Control TCL → Transaction  ( 5 min )

GenAI is transforming the way developers write and refine code. From generating boilerplate to debugging complex issues, AI can save hours of work—but only if you ask it the right way. The secret? Crafting clear, detailed prompts. Think of your prompt as the specification document for the AI. If it’s vague, you’ll get something generic. If it’s precise, you’ll get code that fits your needs. To make this easy, use PARTS: P – Persona: Identify Your Role Start by telling the AI who you are and your context. This shapes the complexity, depth, and tone of the response. Examples: I am a backend engineer working on a microservices architecture using Node.js. I am a DevOps specialist automating CI/CD pipelines for a Kubernetes environment. I am a full-stack developer integrating Stripe payment…  ( 7 min )

Table of Contents What is Object-Oriented Programming? Classes and Objects Attributes and Methods Encapsulation Inheritance Polymorphism Abstraction Special Methods (Magic Methods) Class vs Instance Variables Property Decorators Multiple Inheritance Composition vs Inheritance Real-World Examples Best Practices Common Mistakes to Avoid Object-Oriented Programming (OOP) is a way of writing code that organizes your program around objects instead of functions. Think of it like building with LEGO blocks - each block (object) has its own properties and can do specific things. In the real world, everything is an object. Your phone, car, and even you are objects. Each object has: Properties (what it has): A car has color, model, year Methods (what it can do): A car can start, stop, accelerate O…  ( 25 min )

Want to build a backend API in under an hour? Think of a CRUD API like a digital librarian – it helps you Create new books, Read existing ones, Update book details, and Delete books from your collection. Today, we'll build this "librarian" using Node.js, Express, and MongoDB Atlas. By the end of this tutorial, you'll have a working REST API that manages a simple book collection. Perfect for beginners wanting to understand backend development fundamentals. First, ensure you have Node.js installed on your machine. Create a new project directory and initialize it: mkdir books-api cd books-api npm init -y npm install express mongoose cors dotenv This installs our essential packages: Express for the server, Mongoose for MongoDB integration, CORS for cross-origin requests, and dotenv for enviro…  ( 7 min )

Running a limited company in the UK brings many advantages, such as limited liability, greater credibility, and potential tax efficiency. However, it also comes with important tax responsibilities that directors must manage carefully to remain compliant with HMRC and Companies House. Every limited company must pay Corporation Tax on its taxable profits. This includes profits from trading, investments, and chargeable gains. Unlike sole traders, companies do not get a personal allowance; Corporation Tax is charged on the full amount of profits. Registration: A company must register with HMRC for Corporation Tax within three months of starting business activity. Payment Deadline: Corporation Tax must usually be paid within 9 months and 1 day after the end of the accounting period. Filing: The…  ( 6 min )

Introduction This tutorial shows you how to build a generative AI storytelling service using the Vonage Messages API for RCS and Google’s Gemini AI. You'll learn what RCS is, how to send and receive RCS Rich Card messages, and how to integrate Gemini to generate short bedtime stories. Inspired by my toddler's bedtime routines, I wanted to create something useful. So I combined RCS messaging with Gemini AI to develop a simple storytelling service. You can find the complete source code on the Vonage Community GitHub repository. Node.js is installed on your machine. An API tunneling service, such as ngrok. A registered RCS Business Messaging (RBM) agent. A phone with RCS capabilities. A Vonage API account. Vonage API Account To complete this tutorial, you will need a Vonage API account. …  ( 11 min )

Introduction In today's blog we conclude on the Understanding Java Data Type series. We will be covering char and boolean types in java. So without further delay let's get into it. In Java, it is useful to think of a char as a small box that can hold one number between 0x0000 and' 0xFFFF` (these numbers are written in hexadecimal). Technically speaking, a Java char is a single 16-bit code unit from UTF-16. surrogate pair). That’s why a char is not always “one visual character.” Think of it this way, certain symbols are too large to fit into char's single box hence they bring a second box to help accommodate them. (Hence, they become surrogate pairs). Once they become surrogate pairs they are now strings but not char. Useful Tip: When you need to handle characters (as people think of t…  ( 7 min )

Decorators: when used well, they make code cleaner. But to the uninitiated, they can turn the mysterious into the totally inscrutable. A decorator is essentially a function that can alter the behavior of another function or class, without altering its code. You can add functionality like timing a function or logging its output, or completely change what the function does. The @dataclass decorator, added before a class meant to hold data, automatically adds common methods for dealing with that data: an __init__() constructor that accepts parameters to create a class instance a __repr__() method that outputs a string representation of the instance __eq__() for testing equality of two class instances __hash__ allows the data in your class to serve as dictionary keys--assuming the data is hashable and frozen=True if you set order=True, you can use comparison methods such as __lt__ (less than), __le__ (less than or equal to), __gt__ (greater than), __ge__ (greater than or equal to) First you from dataclasses import dataclass in your code, then you add @dataclass right before your class definition: @dataclass class Article: title: str author: str description: str url: str source: str published_at: datetime.now.strftime("%Y-%m-%d %H:%M:%S") Your class now comes with all of the above methods, saving you the headache of writing them all out.  ( 5 min )

Aku percaya bahawa, cara terbaik untuk belajar bahasa pengaturcaraan baru adalah dengan membangunkan projek kecil yang praktikal. Untuk projek kali ini, membangunkan tools Rumi ke Jawi Converter di jawi.hardyweb.net dengan bahasa pengaturcaran Golang. Selain Jawi, aku juga pernah buat projek seperti QR Code generator, mod_sec_audit parser, dan parser Waktu Solat dari e-solat.gov.my. Semua projek ni kecil tapi memberi pengalaman langsung dalam string manipulation, API integration, dan text processing. Idea Projek & Perbualan Dengan AI Pada mulanya, aku tanya GPT: Cadangan GPT ialah: Mapping Huruf – setiap huruf Rumi dipetakan kepada huruf Jawi/Hijaiyah. Special Words / Daftar Kata – perkataan yang ejaannya unik atau tidak tepat jika mapping, akan disimpan dalam pangkalan data untuk digun…  ( 8 min )

Minimum Monthly Average Balance (MAB) It is the amount a bank account holder must maintain in their savings or current account during a calendar month. If the balance falls below this requirement, the bank imposes a penalty charge. An annual fee is charged for holding a debit card, usually between ₹100 and ₹500 depending on the card type. These renewal charges apply once the card reaches its expiry date. If a debit card is lost or damaged, banks charge ₹100 to ₹250 for issuing a replacement card. Cash transaction limits, including both deposits and withdrawals (by self or third party), are typically capped at 3 to 5 free transactions per month. Beyond this, banks may charge ₹100 per transaction. For cash transactions exceeding ₹2,00,000 in value in a month (including both deposit and wi…  ( 6 min )

"Here's how I built a complete video ad creator using AWS's Nova models and Strands Agents: a 5-step AI pipeline that takes text input and outputs professional video with synchronized voiceover. This is developed with the Strands Agents - an open-source SDK designed to make it dramatically easier to build such smart, autonomous systems Creating a video ad involves multiple AI services that need to work together seamlessly. Here's how pipeline is designed with Strands Agent Phase 1: Content Planning # Input: "Luxury electric car driving through mountains" # Output: Structured strategy for all subsequent steps strategy = { "image_prompt": "Professional commercial photograph of luxury electric car on mountain road, golden hour lighting, cinematic composition, 1280x720", "video_prompt…  ( 6 min )

College wants marks. In class there’s a fixed syllabus, regular exams, theory overload, assignments, and projects. Outside class, I see this fast-moving tech world and try my best to catch up. Yet still, I feel I’m lagging behind. Juggling between projects, hackathons, GitHub commits at 2AM, learning cloud and AI from YouTube. The fact is balancing both is brutal. And somewhere in between… burnout sneaks in. Still figuring it out. Still stuck in the middle.  ( 5 min )

By Frank, Senior Electronics Engineer, USA Circuit diagrams are the language of electronics. If you want to understand how devices work or fix them when they don't, knowing how to read these diagrams is crucial. They might look like complex puzzles at first, but once you get familiar with the symbols and flow, they start to tell a clear story. Whether you're new to electronics or brushing up on your skills, this guide breaks down the essential steps to help you read circuit diagrams like a pro. Senior EngineerI've drawn on many years on the job and plenty of hands-on experience to share what really matters when working with schematics. At its core, a circuit diagram is a map for electricity. It shows how different components, things like resistors, capacitors, and transistors - are connec…  ( 7 min )

🎬 CineEntry CineEntry is a clean, minimal online movie ticket booking web app built with Next.js, Prisma, BetterAuth, and ShadCN/UI. Users can browse movies, create screenings, upload posters, and book tickets directly—no payment required. 🔗 https://cineentry.vercel.app 🔗 https://github.com/saidMounaim/cineentry  ( 5 min )

Connect ADB Lihat device adb adb devices Buka port tcp 5555 adb tcpip 5555 Lihat ip address wlan (wifi) adb shell ifconfig wlan0 Koneksi via wlan adb connect {{ip address}}:5555 Download Docker https://www.docker.com/products/docker-desktop/ Download Project git clone https://github.com/Shmayro/ws-scrcpy-docker Jalankan Web App docker compose up -d docker exec scrcpy-web adb connect {{ip address}}:5555 Buka Web http://localhost:8000/ Klik H264_Converter Download ngrok https://dashboard.ngrok.com/ Atur akses ngrok ngrok http localhost:8000 Buka link web diatas  ( 5 min )

IntelHub is a free, open-source OSINT toolkit that runs entirely in your browser. No external servers, no data collection — everything is processed locally. OSINT often involves sensitive artifacts. IntelHub keeps analysis on-device to reduce leakage and improve privacy. Text profiler: emails, phone numbers, crypto wallets, domains, social profiles Metadata analyzer: images, PDFs, Office docs, ZIP archives Site & archive analysis: tech stack, WHOIS, headers, Wayback snapshot saving Reverse image search: multiple engines Crypto & Telegram analyzers Favorites & custom categories, export/import of tool lists Auto-updates for the tool list from GitHub GitHub: https://github.com/tomsec8/IntelHub Chrome Web Store: https://chromewebstore.google.com/detail/jfjpgfklmjdhabodgghmjclpgnpiejlh Firefox Add-ons: https://addons.mozilla.org/en-US/firefox/addon/intelhub/ Privacy note All analysis is local. External requests are only made when the user chooses to query third-party services (e.g., reverse image engines or blockchain explorers). Issues and PRs are welcome (features, regex improvements, UX tweaks). What would make this more useful in your OSINT workflow?  ( 5 min )

OpenAI's ChatGPT Go Lands in India: AI for Everyone at Rs. 399\n\nOpenAI is making a significant stride into the Indian market with the launch of ChatGPT Go, an initiative designed to bring advanced AI capabilities to a broader audience. This strategic move underscores the company's commitment to global AI adoption, especially in fast-growing digital economies like India. ChatGPT Go isn't just another version; it's tailored for accessibility, offering enhanced features at a highly competitive price point, signaling a new era of AI democratization.\n\nPriced competitively at just Rs. 399, ChatGPT Go aims to democratize access to generative AI. While specific 'enhanced features' beyond the core ChatGPT experience are still being detailed, the 'Go' moniker typically implies optimized performance for wider device compatibility and potentially localized content or integration. This affordability positions it as an attractive tool for students, freelancers, small businesses, and general users looking to leverage AI for productivity, learning, and creative tasks without a hefty subscription fee.\n\nThe launch of ChatGPT Go in India signifies a major turning point for AI adoption in the region. By offering a powerful AI tool at an accessible price, OpenAI is poised to accelerate digital literacy and innovation across various sectors. This move will likely spur competition among AI providers, leading to further advancements and more localized solutions, ultimately empowering millions of new users to harness the transformative potential of artificial intelligence and reshape how we interact with technology daily.  ( 9 min )

Lovable FULL Tutorial TL;DR Get comfy, beginners—this Lovable walkthrough takes you from zero to hero with no coding experience needed. You’ll learn how to spin up a project, nail prompting best practices, navigate the editor, make visual edits, bounce back with history, and even tackle meta-prompting and animations (shout-out to 21st.dev). Then it’s on to adding custom knowledge, integrating Git/GitHub, hooking up a Supabase backend, building features, and deploying your app. Don’t forget to grab your TECHTIM20YT promo code for Lovable (valid until Sept 19, 2025) and check out DevLaunch for hands-on mentorship and real-world project help. Watch on YouTube  ( 5 min )

Helldivers 2 x Halo ODST Legendary Warbond Trailer TL;DR Arrowhead Game Studios just dropped the hype trailer for the Halo ODST Legendary Warbond crossover in Helldivers 2. You’ll get your hands on fan-favorite weapons like the M7S SMG, M6C/SOCOM handgun and the MA5C Assault Rifle as you storm the battlefield alongside the Obedient Democracy Support Troopers (ODSTs). Suit up, customize your Spartan-style armor and patterns, and earn all sorts of ODST goodies when the Legendary Warbond goes live on August 26 for PS5, Xbox Series X|S and PC (Steam). Don’t miss it! Watch on YouTube  ( 5 min )

"Why build yet another workflow app? And why on earth in a TUI?" That’s the question I asked myself when I started this project. Over the years, I’ve tried countless tools – task trackers, kanban boards, Notion setups – but most of them felt heavy, clicky, or distracting. I wanted something much simpler: a workflow manager that lives entirely in the terminal, fully keyboard-driven, fast, and with zero context switching. At first, I hacked together a prototype using plain curses. It worked… kind of. But as the project grew, I realized I needed something more structured and maintainable. That’s when I discovered Textual, and decided to port everything over. So far, Glyph.Flow can: define hierarchical workflows (Project → Phase → Task → Subtask), save/load the entire structure as JSON, render trees, tables, and ASCII views, and handle commands like create, edit, delete, search, toggle. The latest milestone (v0.1.0a4) brought two major improvements: a layered logging system with INFO/WARNING/ERROR/SUCCESS/HELP levels a command history module, so you can navigate previous inputs with the arrow keys. Why might this be interesting? Terminal-native. It feels more like working with your projects than managing them through a UI. 👨🏻‍💻 Personal journey. For me, this is not just a tool – it’s a playground to learn Textual, experiment with structured logging, and design clean extensible systems. Next steps: Command registry (auto-help, cleaner dispatch) Undo system (basic memento stack) Better error handling Export/import & statistics And eventually… a polished Textual TUI dashboard This is still very alpha – but it’s already fun to use, and I’m excited to share the journey here. 👉 You can check out the repo here: GitHub These changes laid the foundation for the next big step: the command registry, which will finally eliminate the infamous elif chain and make adding new commands a one-file operation.  ( 6 min )

A post by Ben Halpern  ( 5 min )

In this tutorial, we’ll walk through the process of building a sophisticated, tool-using AI agent. We’ll leverage the power of LangGraph to orchestrate the agent’s logic and integrate external services via the MCP. This approach allows you to create agents that can interact with a wide range of external systems, from simple APIs to complex, stateful services. Note: This is an project core backbone, code snippets given are ref. working models which needs to be little polished/enhanced to build as per requirement but using this as core structure and putting it in copilot/windsurf/cursor can quickly build your project Before we dive in, let’s clarify the key technologies we’ll be using: LangGraph: A library for building stateful, multi-actor applications with LLMs. It allows us to define our …  ( 13 min )

Title: Unlocking Hidden Cloud Superpowers: GKE Topology Manager GA & Node Swap — DevOps Game Changers You Haven’t Tried SEO Meta Description (under 150 characters): Discover GKE Topology Manager GA and private preview Node Swap: new Google Cloud features transforming real-world DevOps scalability and performance. Image generated via Unsplash, free for commercial use, recommended for Medium/LinkedIn Imagine running high-pressure, performance-sensitive workloads—think AI/ML, intensive CI/CD, or global e-commerce traffic—and watching Kubernetes masterfully align compute resources without cross-socket latency or pod surprise-evictions. Sounds almost mythical, doesn’t it? As of this August, Google Kubernetes Engine (GKE) quietly released two new tools that could drastically shift how DevOps…  ( 9 min )

When React 19 introduced the use hook, it quietly changed one of the oldest patterns in React — the way we deal with async data. No more scattering your fetch logic in useEffect and juggling loading states manually. “fetch first, then render.” In this deep dive, we’ll unpack how use works, why it feels different from anything you’ve used before, and how it fits perfectly with Suspense to make async rendering feel natural. Before we jump in, here’s your roadmap. Table of Contents Why the use Hook Exists Enter the use Hook Side-by-Side: Old vs New How It Actually Works Using use in Server vs Client Components In Server Components — The Happy Path In Client Components — The Experimental Side Quick Visual — Where You Can Use use Today Key Takeaway How It Works With Suspense The Flow Code E…  ( 14 min )

There’s a new breed of “developer” loose in the wild. They don’t know what a POST request is, but they’ll ship an AI-generated SaaS app by the weekend. They can’t explain how routing works, but they’ve got a Vercel link with a slick dark mode and a gradient button. They’re not engineers. They’re vibecoders. These people aren’t using AI to assist their workflow. They’re outsourcing their thinking entirely — letting Cursor write full apps while they blindly accept suggestions like it’s Clippy from hell. They don’t debug. They just paste harder. When something breaks, they don’t ask why. They ask AI to fix what AI broke — and then paste that too. They can’t solve FizzBuzz, but they’ll happily yeet users’ data straight into the nearest black hole — or worse, leave it sitting wide open in a p…  ( 7 min )

As AI continues to advance, integrating Large Language Models (LLMs) with physical devices interpreting data, acting on environmental input, and responding contextually, has become increasingly feasible. Yet, LLMs often remain detached from the real world, limited by the absence of live sensory input or direct device control. The Model Context Protocol (MCP), launched by Anthropic in November 2024, addresses this gap by offering a standardized, secure way for AI systems to interface with external tools, data systems, and IoT devices. Think of MCP as a "USB‑C port for AI" a universal connector that simplifies integration across diverse contexts 123. This article explains how MCP enables AI at the edge, from smart homes to industrial monitoring, weaving low-latency, context-aware intelligenc…  ( 10 min )

Hey everyone, welcome back! If you’ve been following along with my YouTube channel, you’ll know that in the last video I gave a quick demo of a Mental Health Predictor Machine Learning Project. Today, we’re taking it from idea to code — step by step. Grab a cup of coffee, fire up your code editor (VS Code in my case), and let’s dive in. We’ll start by creating a folder for our project. I named mine: MHP-ML Inside this folder, we’ll also set up a requirements.txt file to track our dependencies. On Linux/Mac, you’d usually use the touch command to create files. On Windows, you can use: New-Item requirements.txt Here’s what we’ll need for this project: FastAPI – our backend framework (0.105.4.1) Uvicorn – the ASGI server to run FastAPI (0.24.0) Streamlit – for the front-end interface P…  ( 7 min )

For decades, economic forecasts leaned on what was easy to measure: sales, jobs, inflation, inventories. Useful, yes—but often late. By the time those indicators arrive, the mood that drives consumer behavior has already shifted. In my GDP-forecasting work, I’ve seen a simple truth play out again and again: people’s expectations move before the numbers do. Today, with modern NLP and a flood of real-time text data, we can finally quantify that mood—and fold it into forecasts that react in weeks, not quarters. Sentiment is signal—if you treat it like a dataset, not a vibe “Sentiment” isn’t about gut feel; it’s a structured signal hiding in language. Reviews hint at spending confidence, news tells us what narratives are winning, earnings calls reveal what executives won’t say outright. The mi…  ( 7 min )

Flexbox (CSS Flexible Box Layout) is a powerful, modern layout system for arranging elements in one dimension — either a row or a column. It’s designed to make complex layouts (centering, equal-height items, ordering, wrapping) simple and predictable. Below is a thorough, practical guide that covers everything from fundamentals to advanced patterns, Tailwind usage, debugging tips, accessibility, and real-world recipes. Axis Main axis — primary direction of layout (row or column). Items are laid out along this axis. Cross axis — perpendicular to the main axis. Flex container — the element with display: flex or display: inline-flex. Its children become flex items. Flex items — direct children of a flex container. They participate in flex layout. Main size vs Cross size If flex-directi…  ( 11 min )

The Angular ecosystem has been waiting for its own shadcn/ui moment. Today, we're excited to introduce ZardUI - a component library that brings the same revolutionary approach that made shadcn/ui so popular in the React world to Angular developers. ZardUI is a collection of 35 beautiful, accessible Angular components that follows shadcn/ui's core philosophy: developers should own their UI code. Built for Angular 19+, it combines shadcn/ui's design aesthetics with ng-zorro's developer experience, all while giving you complete ownership of your component code. The key difference: When you add a ZardUI component, you get the full implementation - not just UI variants. Every module, wrapper, and utility is copied directly into your project. No black boxes, no hidden dependencies. If you've bee…  ( 7 min )

APIs evolve quickly with new features, design changes, and deprecations, making it challenging for consumers to keep up. This impact can be significant: developers might miss valuable improvements, misunderstand the behavior of new features, delay the adoption of critical compliance updates.  This is why we have put passion and effort in the Adyen API Diff Tool, a new tool designed to help developers and technical users easily track and compare changes between API versions. Whether you're maintaining an existing integration or building something new, staying on top of API changes is critical. Previously, this information was scattered across various sources like product announcements, documentation, release notes, and GitHub, resulting in a suboptimal user experience. This changes today wi…  ( 6 min )

Nexos is an AI orchestration platform that puts your business in control, and helps you join the AI revolution without security compromises. With Nexos, organizations gain centralized access to all major Large Language Models LLMs, with visibility into usage, control over access, and guardrails that keep your data where it belongs. AI is powerful, mostly when one user interacts with it, but deploying it across teams? Most companies are trying to figure that out, and also where Nexos.ai comes in. We'll learn more about the Nexos solution in this article. you can learn more about Nexos in this video Products and features There are two main products from Nexos.ai, which are; the AI workspace, and AI gateway. Let's look at each of them! The Nexos AI workspace is a secure, centr…  ( 7 min )

Hello Devs 👋 Code reviews are critical, but they can be slow and repetitive. AI-powered tools are stepping up to catch bugs early, automate reviews, and speed up pull requests. In this article, I'll be sharing list of the best AI code review tools in 2025, what they do, and how they can fit into your workflow. Save time: Automate repetitive checks so humans can focus on deeper design. Catch more issues: Spot bugs, inefficiencies, and vulnerabilities early. Consistency: Enforce standards across large teams and projects. Smarter onboarding: Help junior devs learn with AI-generated explanations. Now, Let's get started🚀 Qodo Qodo is the best tool for AI code reviews that doesn’t just catch bugs, it explains them, fixes them, and even writes test cases. Code Analysis: Analyze yo…  ( 10 min )

What’s POML? Microsoft’s POML, or Prompt Orchestration Markup Language, is a markup-based framework for writing, structuring, and managing prompts for AI models. Think of it as HTML—but specifically tailored for prompt engineering. (Medium, Reddit) As natural language prompts grow in length and complexity—used by multiple teams, across different tasks, and often in collaboration—POML brings: Structure: Tags like , , and let you compartmentalize prompt logic. Maintainability: Reuse, version control, and clarity help avoid messy, unorganized prompt files. Modular Reusability: Embed images, documents, tables, loops, conditionals, hints, styling rules—you name it. “You won’t lose your mind when prompts get long, messy, and reused by 5 different teams across 3 time zones.” (Medium) The recently released POML VS Code extension equips developers with a modern prompt engineering experience: Syntax highlighting for .poml files IntelliSense with auto-completion Hover documentation and live inline diagnostics Real-time preview of rendered prompts Model testing and prompt execution within the editor 👉 VS Code Marketplace 👉 Official Docs poml You are a patient teacher explaining concepts to a 10-year-old. Explain the concept of photosynthesis using the provided image as a reference. Keep the explanation simple, engaging, and under 100 words. Start with "Hey there, future scientist!".  ( 6 min )

i've learned react after finishing html , css and js and built a bunch of websites using react with it's libraries and then learn next.js and built also some stuff with it now i wanna start to learn backend but i don't know how should i start so i searched and i found that it's better to start with learning system design and understands how everything works together and how it works under the hood to build every thing on top of it and after that starting to learn the technology that i'll use and understand things like security and apis and so on and the last thing is the data base sql and non sql and understand it this is what i got and i hope to give me your opinions and if there is a better approach and what do you think of the road map of dev road map https://roadmap.sh/backend and thanks ☺️  ( 5 min )

Here's something that would have blown my mind 5 years ago. You can now build a complete Laravel application without writing a single line of code. Not just a basic website. A real Laravel app with user authentication, admin panels, database relationships, and deployment ready features. Let me tell you a story. Last month, I met Sarah at a coffee shop. Brilliant entrepreneur with an amazing SaaS idea. She knew exactly what her customers needed. Had validation. Even had potential clients lined up. But she couldn't code. "I need to build an MVP," she said. "But hiring developers costs $50,000 minimum. And they want 3 months just for a basic version." Sound familiar? This is the story of every non-technical founder. Great ideas. Zero execution power. The technical barrier kills more startups …  ( 8 min )

1. Introduction: What’s a Soulbound Token & Why Use KALP SDK? Soulbound Tokens (SBTs) are a special type of blockchain token that are non-transferable. Once issued to a wallet, they are permanently bound to it, hence the name “soulbound.” This makes them ideal for representing credentials, certifications, identity proofs, or memberships that shouldn’t be sold or traded. Common SBT use cases: Identity badges: Verifiable proof of identity without exposing sensitive details. Certificates & diplomas: Issued by universities or training institutes. Membership passes: For DAOs, communities, or gated services. Reputation markers: Recording trust scores in decentralised marketplaces. The KALP SDK makes building SBTs in Go straightforward by: Providing a contract framework with built-in blockchai…  ( 10 min )

Blondshell lit up the KEXP studio on June 4, 2025, tearing through “Event Of A Fire” with Sabrina Teitelbaum’s feral vocals, Kerri Stewart and Ray Libby’s scorching guitars, Maia Nelson’s driving bass/backing vocals, and Anna Crane’s thunderous drums—all hosted by Troy Nelson. For an insider look at how audio engineer Kevin Suggs, guest engineer Jon Zott, mixer Yves Rothman, mastering engineer Julian Martlew, and a five-camera crew captured every searing moment, head to https://www.blondshellmusic.com or tune into KEXP. Watch on YouTube  ( 5 min )

Blondshell “Toy” Live on KEXP Blondshell crashed into KEXP’s studio on June 4, 2025, delivering a raw take on “Toy” led by Sabrina Teitelbaum’s powerhouse vocals. Backed by Kerri Stewart and Ray Libby on guitars, Maia Nelson holding down bass (and harmonies) and Anna Crane on drums, it’s a tight, no-frills performance brimming with energy. Hosted by Troy Nelson and brought to life by engineers Kevin Suggs, Jon Zott, Yves Rothman and Julian Martlew, the session was captured by a crack team of camera operators and edited by Luke Knecht. Catch the full set on KEXP.org or head to blondshellmusic.com for more. Watch on YouTube  ( 5 min )

Blondshell Turns Up the Volume on KEXP On June 4, 2025, Sabrina Teitelbaum and her band—Kerri Stewart and Ray Libby shredding on guitars, Maia Nelson holding down bass (and backing vocals), and Anna Crane on drums—dropped a fiery live take of “T&A” in the KEXP studio. Host Troy Nelson guided the set while engineers Kevin Suggs, Jon Zott, Yves Rothman, and Julian Martlew stood by to capture every punchy riff and soaring vocal. Behind the scenes, cameras run by Jim Beckmann, Carlos Cruz, Scott Holpaine, Luke Knecht, and Kendall Rock, edited by Luke Knecht, made sure you don’t miss a beat. Want more? Head to blondshellmusic.com or kexp.org, and consider joining the channel for exclusive perks! Watch on YouTube  ( 5 min )

Blondshell rocks “23’s A Baby” live on KEXP On June 4, 2025, Blondshell ripped through a studio session at KEXP with Sabrina Teitelbaum’s raw vocals leading Kerri Stewart and Ray Libby on guitars, Maia Nelson on bass and backing vocals, and Anna Crane on drums. Behind the scenes, host Troy Nelson kept the energy high while audio engineers Kevin Suggs and Jon Zott, mixer Yves Rothman, and mastering engineer Julian Martlew crafted the perfect sound. A five-camera setup by Jim Beckmann, Carlos Cruz, Scott Holpaine, Luke Knecht, and Kendall Rock—edited by Knecht—captured every electric moment. Watch on YouTube  ( 5 min )

Design Carousel Posts in InDesign Carousel posts are your secret weapon for keeping followers hooked—break down event details, weave a visual story and pack in more info without drowning your audience in text. This tutorial walks you through an easy, fuss-free InDesign workflow so you can batch-export eye-catching multi-slide graphics and upload them straight to Instagram (or anywhere else) in no time. You’ll learn everything from setting up your document and grid, cropping for the Instagram feed, arranging type and images, playing with color and style management, to creating multiple design permutations and exporting like a pro. Plus, grab the free course PDF, asset folder and join the GDS community on Discord for feedback, challenges and more design goodness. Watch on YouTube  ( 5 min )

Here's how a little laziness cost me $78. While working on a personal project recently, I wanted Cline to process about a hundred files that were each in subdirectories of a project. I fired up Cline and picked Gemini 2.5 Pro (context window FTW) and asked it to recurse through the subdirectories, process the files, and put the results in a new file. Cline got to work… slowly. I watched as the "API Request…" spinner appeared for each file read and each time it saved the results. About twenty minutes and $26 later, it finished. Okay, I thought, that's not great, but not untenable. The cost of convenience, right? I opened up the results file to take a look and.. sigh. Not great work. It was obvious that some files had been skipped despite my very careful instructions to process each and ever…  ( 8 min )

El método hashCode, es heredado de Object, normalmente de forma indirecta, y su utilidad principal es devolver un entero que representa al objeto. Siempre que sobrescribes el método equals deberas sobrescribir el método hashCode para cumplir con el contrato. Concretamente por la segunda regla: “If two objects are equal according to the equals method, then calling the hashcode method on each of the two objects must produce the same integer result”. Como Java en principio devuelve un número de la referencia del objeto (como hashCode), si sobrescribes equals y tienes dos objetos iguales, su hashcode sera distinto, y por tanto, no estarás cumpliendo el contrato. Durante una misma ejecución de programa, para objeto de un determinado equals siempre debe devolver el mismo hashCode. Pero para otra…  ( 6 min )

🚨 LAUNCH ALERT: Introducing SCAN - The Gradle Plugin That Could Save Your Company from the Next Big Security Breach 🚨 I'm thrilled to announce the launch of SCAN (Sensitive Code Analyzer for Nerds) - a powerful Gradle plugin that automatically detects secrets, API keys, and sensitive information before they hit your codebase. Why SCAN? Because one leaked API key can cost millions. We've all seen the headlines: major companies exposing AWS credentials, database passwords, and API keys in public repositories. What if I told you there's now a way to catch these before they ever leave your development environment? What makes SCAN different: 🔍 Multi-Layered Detection Engine ⚡ Built for Performance 🛠️ Developer-First Design Perfect for: The Numbers: This isn't just another security tool - it's your first line of defense against the kind of mistakes that make front-page news. Get Started: DOCS ↗ REPO ↗ Want to contribute? This is an open-source project, and we're looking for contributors to help us: Whether you're a security engineer, DevOps specialist, or Kotlin developer, there's a place for your expertise in making the JVM ecosystem more secure. Try it today - your future self (and your security team) will thank you when that critical API key gets caught before production instead of after it's leaked. P.S. If you've ever had that sinking feeling when you realized you committed something sensitive - you know exactly why SCAN exists. Let's make sure it never happens again. Ready to secure your code? Drop a ⚡ in the comments if you're going to try SCAN, or share your own horror stories about leaked credentials (anonymously, of course! 😅) - AR.  ( 6 min )

This project demonstrates how to create an Azure Resource Group using Terraform modules. By using modules, we can organize our code better, promote reusability, and simplify management of infrastructure. parent_module/ main.tf (in parent_module directory) This is the root configuration file where we call our module. module "rg_create" { source = "../modules/resource_group" rg_name = "mademi-rg1" rg_location = "centralus" } module "rg_create" → Declares a module block named rg_create. source = "../modules/resource_group" → Points to the directory where our module is located. rg_name → Resource Group name passed to the module (mademi-rg1). rg_location → Azure region where the Resource Group will be created (centralus). This file defines the actual resource that Terraform w…  ( 6 min )

import pandas as pd We start with two data frames like those: df1 = pd.DataFrame( { "id_left": [1, 2, 3], "first_name": ["Alice", "Bob", "Charlie"], "last_name": ["Smith", "Jones", "Brown"], } ) df2 = pd.DataFrame( { "id_right": [1, 2, 3], "last_name": ["SmithX", "JonesX", "BrownX"], "age": [25, 30, 35], } ) Specifically: df1 id_left first_name last_name 0 1 Alice Smith 1 2 Bob Jones 2 3 Charlie Brown And, df2 id_right last_name age 0 1 SmithX 25 1 2 JonesX 30 2 3 BrownX 35 Next, we want to merge these two data frames. But, note that the column last_name appears in both AND they contain different values. This can happen when the left table is obtained using one processing flow and the right table using another flow. This way or the other, the described situation leads to an ambiguity which in turn leads to a challenge. For example, in Spark you will need to be very careful when working with the resulting data frame. Let's merge: df1.merge(df2, left_on="id_left", right_on="id_right", how="left") id_left first_name last_name_x id_right last_name_y age 0 1 Alice Smith 1 SmithX 25 1 2 Bob Jones 2 JonesX 30 2 3 Charlie Brown 3 BrownX 35 Nice! The columns with the identical names were suffixed with _x and _y respectively. This is thanks to the default values of the parameter suffixes. You can find it in the documentation. Personally, I find it rather smart solution that adheres to the Python principal of "explicit is better than implicit". What do you think?  ( 6 min )

Web Application Firewalls (WAFs) play a critical role in securing modern web applications from a wide range of threats, such as SQL injection, cross-site scripting (XSS), and other OWASP Top 10 vulnerabilities. Among various WAF solutions available today, Cloudflare WAF is one of the most widely adopted due to its robust features, ease of use, and global performance benefits. This article explores the best practices for using Cloudflare WAF, highlights some challenges, and introduces an alternative WAF solution—Safeline. Comprehensive Rule Sets Cloudflare WAF includes a broad set of pre-configured security rules that cover OWASP Top 10 vulnerabilities, zero-day exploits, and protocol anomalies. These rules are frequently updated to respond to emerging threats. Managed Learning Mode C…  ( 7 min )

Hi everyone! It's Creator X here. I wanted to share my experience transitioning my cyberpunk RPG Black Market Protocol from Ink.js to Phaser.js, and the technical challenges I faced along the way. When I started Black Market Protocol, Ink.js seemed perfect for a text-based narrative game. But as the game grew more complex, I hit some major limitations: The Function Integration Problem: Every game mechanic required: An Ink function in the story file A JavaScript bridge function Manual state synchronization between both This worked fine for simple story choices, but became a nightmare when trying to implement complex systems like dynamic combat, inventory management, and realistic hacking mechanics. As the story progressed deeper, managing these connections became exponentially harder. Here…  ( 8 min )

Real-time multiplayer card games are deceptively complex. On the surface, they look like simple turn-based systems with shuffled decks and straightforward rules. But once you add live interactions, concurrent players, cross-platform support, and the expectation of smooth, secure gameplay, the engineering challenges multiply. In this guide, we’ll walk through a developer’s roadmap to building scalable real-time multiplayer card games. Whether you’re creating a casual poker app, a competitive trading card platform, or even something like Liverpool Rummy, the principles we’ll cover will help you architect a system that performs well under load, keeps players engaged, and stands the test of time. Every game begins with its loop. For a multiplayer card game, this usually includes: Player …  ( 8 min )

Reliability is the cornerstone of successful AI agent deployment. As developers increasingly leverage AI agents to automate workflows, enhance productivity, and drive innovation, ensuring these agents are trustworthy, robust, and dependable becomes essential. In this guide, we’ll explore the principles, patterns, and practical strategies for building reliable AI agents, drawing on industry best practices, authoritative research, and proven solutions—especially those from Maxim AI. Introduction: Why Reliability Matters in AI Agents Defining Reliability in AI Agents Core Principles of Reliable Agent Design Augmented LLMs Prompt Chaining Routing Parallelization Orchestrator-Worker Models Evaluation Metrics and Continuous Monitoring Guardrails, Transparency, and Human Oversight Case Studies: R…  ( 8 min )

Business leaders continue to rely on KPI-driven dashboards to gain real-time visibility into their company’s performance and long-term potential. A well-designed KPI dashboard organizes, visualizes, and delivers key metrics—such as monthly or quarterly sales—via intuitive layouts like horizontal or vertical KPI belts. These dashboards support quick decision-making and drive progress toward strategic goals. What Is a KPI? Key Performance Indicators (KPIs) are quantifiable measures that reflect how effectively an organization is meeting important objectives. A modern sales dashboard may include: New customer and lead acquisitions Customer churn rate Revenue growth rate Comparative analysis versus prior periods Recent transactions overview Quarter-to-date (QTD) sales Profit margins Regional (…  ( 7 min )

🧠 The Hidden Power of AI Agents in Web Apps: Build a Truly Smart App in Less than 100 Lines of Code Imagine your web app actually thinks. Not just a chatbot. Not just GPT copy-paste. A decision-making, task-managing, user-adapting digital assistant. Welcome to the world of AI agents inside web apps — and yes, we’re doing it in under 100 lines of code. Unlike a simple chatbot or LLM wrapper (like GPT in a textarea), an AI Agent has: Goals – It wants something. Memory – It remembers what it did or said. Tool use – It can use APIs and resources. Decision-making – It can plan and change direction. Think of ChatGPT on steroids — mixed with Jarvis from Iron Man. If your app depends on communicating with users, managing tasks, or transforming data — you can basically automate it with an agent…  ( 7 min )

When a Book Feels Like a Hug Some books don’t just sit on your shelf—they sit with you when your mind feels heavy. I remember picking up It’s Okay To Not Be Okay on one of those restless nights. At first, I thought, “It’s just another self-help book.” But page by page, it felt like the author was holding my hand, telling me the things I had forgotten to tell myself: you’re not alone, your feelings are valid, you’re allowed to rest. That’s the power of mental health books. They don’t shout solutions at you. They whisper reminders you secretly needed: breathe, slow down, forgive yourself. Sometimes, it isn’t about finishing the whole book. Even one paragraph, read at the right time, can feel like sunlight breaking through a cloudy sky. Maybe that’s why I keep these books close. Not as answers, but as gentle companions for the journey within.  ( 5 min )

🔥 From Arduino to Mars: Why You Should Be Using TinyGo for Embedded Web Development If you’ve ever attempted to build something that lives at the intersection of embedded systems and the modern web — say, a microcontroller that serves a WASM-powered control dashboard over HTTP — you’ve probably run into some harsh realities: C is painful. Rust is powerful, but finding embedded libraries that just work is a chore. JavaScript, while king of the browser, isn’t welcome on your $2 MCU. Is there a better way? What if you could use Go, a modern compiled systems language with safe memory handling and a thriving toolset, to build for microcontrollers AND compile to WebAssembly (WASM)? Let me introduce you to TinyGo — the smallest, fiercest, and most fun way to build projects that live somewhere …  ( 8 min )

Time Complexity O(n); Space Complexity O(k) where k ≤ n, worst case O(n) Number of map entries = number of unique characters = k So while all n characters are processed, you only store the unique ones with their counts. class Solution { public boolean isAnagram(String s, String t) { if (s.length() != t.length()) { return false; } Map mapS = new HashMap(); for (char c : s.toCharArray()) { mapS.put(c, mapS.getOrDefault(c, 0) +1); } Map mapT = new HashMap(); for (char c : t.toCharArray()) { mapT.put(c, mapT.getOrDefault(c, 0) +1); } return mapT.equals(mapS); } }  ( 5 min )

If you understand how languages and compilers actually work, you’ll write better code and learn new languages more easily. There are 2 types of software engineer: those who understand computer science well enough to do challenging, innovative work, and those who just get by because they’re familiar with a few high level tools. Both call themselves software engineers, and both tend to earn similar salaries in their early careers. But Type 1 engineers progress toward more fulfilling and well-remunerated work over time, whether that’s valuable commercial work or breakthrough open-source projects, technical leadership or high-quality individual contributions. Type 1 engineers find ways to learn computer science in depth, whether through conventional means or by relentlessly learning throughout their careers. Type 2 engineers typically stay at the surface, learning specific tools and technologies rather than their underlying foundations, only picking up new skills when the winds of technical fashion change. Currently, the number of people entering the industry is rapidly increasing, while the number of CS grads is relatively static. This oversupply of Type 2 engineers is starting to reduce their employment opportunities and keep them out of the industry’s more fulfilling work. Follow us Adeweb Developer Africa Learn and grow with us ❤️🥰  ( 6 min )

If you blinked last weekend, you missed the most explosive 48 hours in tech this decade. While most of us were enjoying our weekend, the AI world was busy completely losing its mind. Friday afternoon, OpenAI just... dropped GPT-5. No grand announcement. No weeks of hype. Just "hey, here's the future." Early testers are calling it a quantum leap beyond GPT-4. We're talking about an AI that can handle complex mathematical reasoning, advanced scientific concepts, and problem-solving that actually makes sense. Sam Altman's quote says it all: using GPT-4 now feels "miserable" by comparison. But here's the reality check: it still can't learn on its own. We're closer to AGI, but we're not there yet. Remember when everyone said China was "years behind" in AI? Plot twist: They're not anymore. The…  ( 7 min )

I would never recommend going straight into freelancing. Get a job instead. Freelancing is significantly harder than most people would have you believe. As a freelancer, you’re responsible for everything. This includes running a business, protecting yourself (legally), sales, marketing, and much more. Selling services is an art in and of itself. Most sales come from having a strong network of people who would hire you. The reality is if you’re asking this question, you probably don’t have a large enough network to make a living. More importantly, most clients who seek freelancers are looking for people who can step in and get the job done quickly. They’re seeking experienced developers. Many developers come out of school or a bootcamp thinking they can make a ton of money in development. They’ve heard demand is high for software developers. Demand is only high for some kinds of developers. If you want to earn a solid wage, take a job. You’ll learn a lot while working for a company. You’ll have a steady paycheck. You’ll establish a network amongst your coworkers. Your company may even provide additional training or send you to conferences. You won’t have to find your own clients or deal with legal papers. You’ll probably even get health insurance! The best part is you’ll gain experience. If you decided to freelance in the future, you’ll be prepared. There is a stigma around freelancing that: 😏you can make more it’s total crap, especially when you’re starting out. It’s a struggle to get your first clients. Most people take whatever work they can get in the beginning. Clients are demanding, and they won’t treat you as well as an employee. Want to work with the latest tech? Most clients hiring freelancers don’t want the latest tech… they want proven reliable tech. Freelancing can be rough, join us Adeweb Developer Africa Follow and send a DM Kindly share this on your feed and comment with what you think 🤔  ( 6 min )

Fintech apps can experience transaction spikes up to 10 times their normal volume during periods of rapid growth (Deloitte). For a payments or trading platform, that pressure can quickly expose the cracks in a poorly chosen tech stack. If the architecture isn’t built to scale, performance lags, outages, and even security vulnerabilities can follow, and in finance, losing reliability means losing trust. That’s why the decision about which tech stack to build on isn’t just technical. It shapes how well an app can handle compliance requirements, how quickly it can integrate with banking APIs, and how securely it processes sensitive financial data. The right choice makes scaling smoother and safer, while the wrong one can lead to costly rebuilds at the very stage when a startup should be growi…  ( 8 min )

Introduction: When we design applications in the cloud, it’s not just about running code. It’s about organizing layers, controlling access, and making sure everything scales smoothly. One of the best ways to do this is through a three-tier architecture. In this blog, I’ll walk you through how RDS fits into a three-tier app on AWS, and we’ll take a real-world Data Entry Portal as our example. A three-tier app is like a relay race. Each tier does its job, then hands over to the next: Web Tier – The entry point. This is where users connect through a browser. App Tier – The logic hub. It processes requests and applies business rules. Database Tier – The memory. It stores and retrieves data whenever the app needs it. On AWS, these tiers are usually split like this: Web Tier: EC2 instances beh…  ( 6 min )

Installing and Configuring Nginx as a Load Balancer Deploying a web application on a high-availability stack requires careful configuration to ensure seamless performance and scalability. This case study details the process of installing and configuring Nginx as a Load Balancer (LBR) to address performance degradation on a website due to increasing traffic. By following a structured approach, we successfully migrated the application and resolved critical configuration errors. The first step was to install Nginx on the designated Load Balancer (LBR) server. Nginx is a powerful open-source web server often used as a reverse proxy, HTTP cache, and load balancer due to its high performance and low resource usage. The installation process was straightforward using the server's package manager…  ( 7 min )

Goal Don’t aim to be the next “big thing”. Just aim to solve a problem that can help others. Helping others is the real reward, money typically follows. Help - Find a lawyer or if your neighbor is, talk with them to learn about any legal items you need to consider or consult an online forum. You most likely won’t need to pay a lawyer. Brand - Develop your brand. Buy a domain using the name of your brand and use a simple service like 99 designs to develop your logo and wix to build your site. If you want you can design your own logo, don’t spend more than $50. You don’t need to. Have a friend help you if designing is not your thing. Marketing - Focus on your customer. Learn all about them: their needs, their likes, dislikes, how your service can help them, what they need from you etc. Execution - Then deliver. Make it happen, enjoy the process and learn. Besides the reward of helping others which will help you feel good about yourself, the skills and things you learn along the way will be priceless. I’ve started a few companies and helped some along the way, and it’s a wonderful process. The more you do it, the better at it you get. Follow us at Adeweb Developer Africa Nice to meet you, New Friends ❤️ Like and share this tips and advice… it’s a good headstart for tech business aspirants  ( 6 min )

In today’s world, businesses and students need more than just traditional tools — they need digital power. At SmartGoNext Software Solution, we believe in building smart, simple, and effective solutions that prepare people and companies for the future. 💡 For businesses, we create AI-powered automation tools that save time, capture more leads, and help teams focus on growth instead of manual work. 🎓 For students, we deliver digital skill programs that connect education with real-world industry needs — making young people industry-ready from day one. What started in Puducherry is now growing towards a global vision: helping small and medium businesses (SMEs) and students worldwide embrace the future of AI and automation. We invite entrepreneurs, educators, and innovators to join us on this journey. 🚀 👉 Share your thoughts in the comments — how do you see AI shaping your business or career?  ( 5 min )

In Bash scripting, the wait command is commonly used when running commands in the background using the & symbol, allowing multiple tasks to execute concurrently. However, when the completion of one or more of those tasks is crucial for the next steps, the script must pause and wait. This is where the ‘wait’ command comes in. It halts the script’s execution until a specific background process, or all background processes, have completed. This ensures smooth automation by preventing race conditions and execution conflicts. Whether you’re downloading files, starting services, or managing timed operations, the ‘wait’ command helps keep reliable control over the flow of your script. Prerequisites A Linux environment or terminal with Bash installed Basic knowledge of shell scripting Access to create and execute ‘.sh‘ script files Bash ‘wait’ Command Syntax and Common Options You can use the ‘wait’ command in Bash with this basic syntax: wait [pid ...] Note: If no PID or job ID is specified, ‘wait’ pauses until all background processes are finished. Description When you use ‘&’, a command runs in the background. By default, the script continues executing. To pause the script until that background task finishes, use ‘wait’. Steps to Execute Create a script file: nano wait-single.sh Add the following code: #!/bin/bash Save and exit (Press ‘Ctrl + O’ (then press ‘Enter’ to confirm the filename), then press ‘Ctrl + X’ to exit). Make the script executable: chmod +x wait-single.sh Run the script: ./wait-single.sh Read full article: https://link.srvr.so/soarzcuc  ( 6 min )

While the tech world focuses on the impressive capabilities of cloud-based AI agents like ChatGPT and Claude, we're exploring a different question: Can we build truly intelligent AI agents that run entirely on users' local devices? The appeal is obvious: complete data privacy, zero network latency, freedom from service limitations, and genuinely personalized experiences. But the technical challenges are equally significant: limited local model capabilities, complex tool calling mechanisms, and ensuring consistent user experience. After extensive exploration, we've completed a major upgrade to NativeMind conversational architecture, taking our first significant step toward local AI agents. Cloud models operate with hundreds of billions of parameters, while models that run smoothly on typica…  ( 9 min )

This tutorial shows how to build a small, browser-based monitor that reads only the advertised noise level from a nearby HibouAir sensor using a BleuIO USB BLE dongle. There is no pairing, no audio recording, and no microphone access. The page simply listens for Bluetooth Low Energy (BLE) advertisements, decodes a numeric noise value emitted by the sensor, and renders it as a color bar between 40–80 dBSPL. When the value exceeds a threshold you choose, a plain “shhhh” banner appears as a gentle cue to keep things quiet. The goal is awareness, not surveillance. Many environments benefit from real-time feedback about loudness—libraries, classrooms, shared offices, and homes—yet microphones introduce privacy concerns and data-handling obligations. This project avoids all of that by reading a …  ( 10 min )

Purpose standard for interface language that builds trust and speeds decisions. These guidelines replace vague, overly polite copy with factual, outcome‑oriented language. Scope ⸻ Guiding Principles 1. Clarity over friendliness – Kindness is welcome; vagueness is not. 2. Facts first – State what happened or will happen, then add context. 3. Name the object – Use precise nouns (workspace, invoice, report), not this/it. 4. One action, one escape – Present a primary next step and a safe cancel/close. 5. Truthful time and risk – No optimistic time claims or euphemisms for destructive actions. 6. Consistency – Use the same terms for the same things everywhere. ⸻ Language Standards Tone Voice Format Banned / Discouraged Hedges Preferred Constructions ⸻ P…  ( 8 min )

So you want to level up your dev skills. Great. You’ve brewed your coffee, opened your laptop, typed “best online coding course” into Google, and boom, you’re hit with two names on repeat: Coursera vs Udemy. Both are giants in online learning. Both claim to take you from beginner to coding wizard. Both have raving reviews and thousands of courses. But which one is actually worth your time (and coffee money)? I’ve tried them both — sometimes while crying over Python errors at 2 a.m. — and I’m here to break it down for you. And because I’m not here to waste your time with generic “it depends” answers, I’ll give you the good, the bad, and the seriously who approved this course? moments. Coursera You’ll find structured programs, specializations, and even full-blown degrees. Want a certificate…  ( 9 min )

Most developers start projects by creating their first file: main.py, index.html, or app.js. I start with README.md. This isn't about documentation best practices or making my repositories look professional. It's about forcing myself to think clearly before I write code that thinks for me. The README-first approach has saved me from countless architectural mistakes, scope creep disasters, and that special kind of technical debt that happens when you're not sure what problem you're actually solving. Here's what happens when you jump straight into implementation: you start solving for the solution instead of the problem. Your brain gets excited about the technical challenges—the algorithms, the frameworks, the clever abstractions—and loses sight of why any of this matters. I've watched brill…  ( 10 min )

Problems Solved: #121 Best Time to Buy and Sell Stock #11 Container With Most Water This continues my daily series (Day X: Array + Two Pointers patterns). Today I focused on stock profit maximization with a running minimum, and the classic two-pointer shrinking window trick for container problems, implementing both Python and C++ solutions. Today’s focus was on two key greedy/pointer patterns: Tracking minimum value so far to compute maximum profit efficiently. Using two pointers from both ends to maximize area by moving the shorter side inward. Practiced clean implementations in both Python and C++. Re-learned that off-by-one pointer moves (right += 1 instead of right -= 1) cause IndexError bugs. class Solution: def maxProfit(self, prices: List[int]) -> int: min_index = 0 …  ( 7 min )

🕵️ Habitica’s New Terms: A Gamified Gateway to Global Surveillance? Read Habitica’s updated Terms of Service here this is an email from the habitica team: Hello! We wanted to let you know that we're making some updates to our Terms of Service and Privacy Policy to provide you with greater control over your personal information. Data Collection & Sharing: Habitica now provides more detailed information on how and what personal data is collected and how it's shared with third-party service providers and business partners. User Rights & Choices: The updated policy clarifies users' rights, including how to access, delete, or correct personal data, and how to opt out of data collection for analytics purposes if you so choose. International Data Transfers: Habitica has expanded details on…  ( 7 min )

Android SDK or software development kit হলো বিভিন্ন টুলস, লাইব্রেরি এবং ডকুমেন্টস এর একটি সংগ্রহ যা ডেভেলপারদের অ্যান্ড্রয়েড অ্যাপ্লিকেশন তৈরি করতে সাহায্য করে। এই টুলসগুলো ব্যবহার করে অ্যাপ্লিকেশন ডেভেলপ করা, ডিবাগ করা এবং টেস্ট করা যায়। The SDK includes the Android SDK Platform, the Android SDK Tools, and the Android SDK Documentation. Android SDK Platform : বিভিন্ন অ্যান্ড্রয়েড সংস্করণের জন্য প্রয়োজনীয় প্ল্যাটফর্ম কম্পোনেন্টগুলো ধারণ করে। প্রতিটি প্ল্যাটফর্ম একটি নির্দিষ্ট অ্যান্ড্রয়েড API লেভেলের সাথে সম্পর্কিত। প্রতিটি অ্যান্ড্রয়েড সংস্করণের একটি নির্দিষ্ট API লেভেল থাকে। যত বেশি API লেভেল সাপোর্ট করা হবে, তত বেশি অ্যান্ড্রয়েড সংস্করণ এবং ডিভাইসে আপনার অ্যাপ চলবে। Example: Android 16.0 ("Baklava") (API Level 36): এটি অ্যান্ড্রয়েডের ১৬.০ সংস্করণ, যার API লেভেল ৩৬। আপনার স্ক্রি…  ( 7 min )

Table of Contents The Before/After That Will Blow Your Mind We've All Been Here The Magic Moment That Changed Everything Try This Right Now (30 Seconds) Superpower 1: Dynamic Field Comparison Superpower 2: Zero Dependencies + Lightning Fast Superpower 3: Production-Ready Security Form Validation That Doesn't Suck User Access Control (The Clean Way) Dynamic Pricing (Without The Headache) Framework? We Don't Care About Your Framework The Challenge: I Dare You To Try This The Proof Is In The Pudding Your Next 5 Minutes // ❌ BEFORE: 100+ lines of spaghetti code nightmare function canUserAccessResource(user, resource, order) { if (!user) return false; if (!user.active) return false; if (user.status === 'banned' || user.status === 'suspended') return false; if (!user.emailVerified) re…  ( 9 min )

When building a successful Software as a Service (SaaS) application, one of the most critical decisions you'll make is choosing the right database management system (DBMS). The DBMS is the foundation of your data infrastructure — influencing everything from performance and scalability to security and operational complexity. A Database Management System (DBMS) is software that helps you create, manage, and interact with data in your application. It handles everything from data storage to access control, consistency, and availability. A well-chosen DBMS ensures that your SaaS application remains performant and secure as it scales. Each type of DBMS is designed for different needs and workloads. Here are the most common: - Relational DBMS (RDBMS): - NoSQL DBMS: MongoDB, Cassandra, CouchDB. -…  ( 7 min )

Speed Up Your Visual Content with PhotoCollageMaker.io 🎨 As developers, we often need to visualize ideas quickly—for README files, blogs, presentations, or social media. Traditional software can be overkill and slow. Enter PhotoCollageMaker.io, a free, web-based collage tool that lets you create polished visuals in minutes. Here’s a quick look at why it’s a game-changer: Free & Fast – No subscriptions, no login required. Intuitive Templates – Drag-and-drop to build collages instantly. Cross-Platform – Works on desktop and mobile browsers. Quick Feature Comparison Feature PhotoCollageMaker.io Traditional Software Notes Free to Use ✅ ❌ Start creating instantly Templates & Layouts ✅ ✅ Pre-designed grids save time Drag-and-Drop Editing ✅ Partial Smooth and intuitive High-Quality Exports ✅ ✅ Print or share online Cross-Platform Access ✅ Partial Desktop & mobile ready You don’t need to be a designer to make your content look polished. Some use cases: README Enhancements  Add a visual summary of your project to make your README pop. Use collages to illustrate steps, show multiple screenshots, or highlight features. Visualize UI concepts without opening heavy design software. Go to PhotoCollageMaker.io. Pick a template or start from scratch. Drag and drop your images → adjust layout → export high-res collage. PhotoCollageMaker.io solves a common pain point: creating visually appealing content without wasting hours on design tools. It’s perfect for developers who want fast, high-quality visuals for documentation, blogs, or presentations. Try it out and see how quickly you can enhance your projects: https://photocollagemaker.io 💡 Pro Tip for dev.to readers: Share your collage in the comments with a Markdown snippet like this:  It’s a fun way to showcase your projects and inspire others!  ( 6 min )

Introduction “Do one thing well.” That’s the entire idea behind Pomora. It’s a simple Pomodoro timer with a clean UI, dark mode, and zero fluff—built with Next.js (App Router), TypeScript, Tailwind CSS, and shadcn/ui. Live demo: https://pomora.vercel.app/ https://github.com/shravzzv/pomora Two reasons: Build-every-week habit: I wanted a small but polished app to sharpen my Next.js + UI chops. Minimalism: Most timers do too much. I wanted a calm, unobtrusive tool I actually enjoy keeping open. No accounts. No dashboards. No backend. Just a good timer. Three modes: Pomodoro (25m), Short Break (5m), Long Break (20m) Controls: Start / Pause / Resume / Restart + Reset Smart time display: hh:mm:ss only when hours are needed Dark/Light themes with a settings dialog Responsive and accessible UI (buttons, focus, contrast) Privacy friendly: no backend; optional Vercel Analytics if you want it Next.js (App Router) + TypeScript Tailwind CSS for utility-first styling shadcn/ui for accessible primitives (Tabs, Dialog, Button, Switch) lucide-react for crisp icons Vercel Analytics Pomora is intentionally small. If you’ve been meaning to ship something, I highly recommend a scoped, well-designed utility like this. You’ll finish faster and learn a lot on polish. If you try it, I’d love feedback.  ( 6 min )

L'importance de la cybersécurité aujourd'hui La cybersécurité est devenue un enjeu majeur dans le monde numérique d'aujourd'hui. Avec l'augmentation des cyberattaques et des menaces en ligne, il est essentiel pour les entreprises et les particuliers de protéger leurs données et leurs systèmes contre les attaques malveillantes. Les outils de cybersécurité modernes jouent un rôle crucial dans la défense contre ces menaces, en aidant les professionnels de la sécurité informatique à détecter, prévenir et répondre aux incidents de sécurité. Wireshark est un outil d'analyse de paquets réseau open-source et gratuit largement utilisé par les professionnels de la cybersécurité pour le dépannage réseau, l'analyse de la sécurité et la surveillance du trafic réseau. Il permet aux utilisateurs de cap…  ( 6 min )

using System; namespace _250819 { class HelloWorld { public static void Main(string[] args) { Console.WriteLine("Hello, World!"); } } }  ( 5 min )

Previously, you learned that playbooks are tools used by cybersecurity professionals to help identify and respond to security incidents. In this article, we'll explore what playbook is, how it works, and why it is essential in a modern cybersecurity environment. A playbook is a structured document or guide that outlines specific actions and procedures to follow during a security event or operational task. Think of it as a step-by-step manual that ensures consistent, efficient, and effective responses to known threats or incidents. Playbooks are predefined, regularly updated, and tailored to an organization’s tools, infrastructure, and threat landscape. In simple terms, it’s your go-to response guide: what actions to take, who’s responsible, how to proceed, and in what sequence - when somet…  ( 14 min )

Web development has never been more exciting or more overwhelming. With new frameworks, libraries, and platforms launching every month, developers can easily feel buried under a mountain of tools. The good news? Some of the best and most powerful tools for building, testing, and deploying web apps are completely free. In this article, I’ve handpicked 10 free tools every web developer should know in 2025, covering everything from code editing to deployment, design, debugging, and APIs. These are tools I (and thousands of other developers) rely on daily, and they can save you time, money, and endless frustration. Web development is moving faster than ever. New frameworks, APIs, and cloud platforms are popping up every month, and it’s easy to feel like you’re always playing catch-up. But here…  ( 8 min )

TL;DR Drunk Transformer (DT) simulates a transformer that sometimes behaves “drunk” — hallucinating, drifting, or jumping logic — and then regulates it back on track using five lightweight checks you can run as prompt rules, decoding hooks, or training regularizers. In WFGY 2.0, DT is one of the core reasons our text-to-image steps stay on-topic, stable, and geometrically precise rather than spiraling into semantic chaos. Modern LLM/T2I stacks are powerful but fragile. A small nudge can push them off-topic, over-confident, or into branch jumps that the user never asked for. DT treats this as a control problem: let the model roam, but continuously measure where it is and nudge it back with principled signals. We measure semantic distance between intent and guess (δₛ). We watch anchor retent…  ( 9 min )

👨💻 My Daily Tech Stack as a Frontend Engineer Every day when I sit down to code, I love having a toolkit that feels reliable, efficient, and flexible. Over time, I’ve curated a stack that helps me build everything from small utilities to full-scale applications. Next.js (with TypeScript) → My foundation for building fast, scalable, and SEO-friendly apps Zustand → Simple and effective state management without the boilerplate React Hook Form → Smooth form handling Zod → Clean validation and error handling Tailwind CSS → Styling at speed Shadcn/UI → Ready-to-use yet customizable components Lucide React → Crisp icons that just fit in any design Node.js + Express → For building APIs when I need flexibility MongoDB → My go-to database for quick prototyping and scaling NextAuth.js → Plug-and-pl…  ( 6 min )

There are two constants in software development: Deadlines that make no sense The phrase “works on my machine” If you’ve been in the trenches long enough, you’ve heard it. Maybe you’ve even said it (shame on you). It’s the universal excuse, the verbal shrug that says “I washed my hands of this problem. May the production gods be with you.” It’s the tech equivalent of this AAA story I once heard: And yet, “works on my machine” keeps haunting us. Why should we keep pretending? Let’s make it official: a Jira status. Imagine the workflow: To Do In Progress In Review Works on My Machine Blocked Done Because honestly, half of the time, that’s where tickets live anyway. Here’s what “Works on My Machine” really means: Dev Environments Are Snowflakes Everyone’s running a slightly different version of Node, Java, Docker, or whatever fresh hell your stack requires. Your laptop is not production—it’s a theme park simulation of production, with fewer rides and more exceptions. We Treat CI/CD as a Suggestion If every commit doesn’t go through the same build and deploy pipeline, congrats—you’re running a volunteer fire department for bugs. No One Owns Infrastructure Developers blame Ops. Ops blames developers. QA just cries quietly in the corner. Meanwhile, the business wonders why the “simple fix” took three days and a therapy session. But here’s the kicker: the business doesn’t care if it works on your machine. They care if it works in production, for actual paying users, without setting fire to servers like it’s Guy Fawkes Night. So yes, let’s add “Works on My Machine” as a Jira status. At least then, we’d have an honest reflection of the mess. Transparency is the first step toward fixing it. Or—and here’s a crazy thought—we could stop treating DevOps as a luxury. Until then, I’ll keep clicking refresh on Jira tickets stuck in limbo, whispering: “Fly free, little bug. May you one day work somewhere else.”  ( 6 min )

Cordless rivet tools are a groundbreaking innovation for fastening jobs. These tools are battery-powered and thus eliminate the need for compressors and hoses. This makes them the perfect instrument for professionals and DIYers. Owing to their superior convenience and mobility, they can work efficiently in a construction site, when working in tight spaces, or while assembling machinery.  Despite being small, cordless rivet tools pack serious power. Their fast-charging batteries and long-lasting performance facilitate keeping up with demanding tasks. Some models come with smart technology that adjusts pulling force automatically. This further reduces user strain and increases efficiency.   Elimination of cords and hoses reduces the risk of tripping or tangling when handling a cordless rivet tool. Thus, the cordless design ensures safety and productivity along with convenience. Thus, you get more freedom to move as you work. Moreover, they’re lightweight, easy to handle, and perfect for both vertical and overhead applications.  Cordless rivets are popular for their ability to tackle a range of rivet sizes and materials. Thus, they are the ideal instrument for both industrial manufacturing and simple home repairs. Moreover, the intuitive control and ergonomic grip of these tools make them user-friendly even for beginners.   Enjoy the ease and power of cordless tools to make your next project cleaner, faster, and more efficient. With cordless rivet, you can make your tools work smarter!  ( 6 min )

A few years ago, I launched my first web app. The design was slick, features worked well, and users were signing up fast. 🚀 But then one day, I woke up to an email: “Your app has been compromised. User data has been leaked.” My heart sank. 💔 I didn’t use proper hashing for passwords. I didn’t add two-factor authentication. Worst of all, I thought “a simple login form” was enough. That mistake nearly destroyed my project—and my reputation. That experience taught me one unforgettable lesson: In this post, I’ll break down authentication and authorization in simple terms, share actionable tips you can implement today, and show you how to secure your system like a pro. What’s the Difference Between Authentication and Authorization? Think of your favorite concert. 🎶 Authentication is the tick…  ( 7 min )

Sunflowers on a mission: better English in linear time? Hi! I'm Asparagos — an asparagus who codes in Go. Here you’ll find everyday problems that a typical veggie might struggle with — and my Go solutions to them. Today we are solving the problem of Sunflower Speaking Club 🌻. Sunflowers are planning to expand their influence across the world. Olives are gaining popularity, they can’t fall behind. To achieve this, they need to learn English. Each sunflower already speaks it to some extent, but wants to find a partner to practice with. The sunflowers are planted in a row. Each has their own level of English and wants to find the nearest sunflower to the right who speaks better than they do. Why to the right? The sun is rising in the east, so it’s the perfect moment to combine business with …  ( 7 min )

Curious about how I ended up with an invoice nearing $100 for conducting over 20 million Class A operations on Cloudflare R2? I initiated several Litestream processes across a variety of side projects and forgot to set the sync interval! :) It defaults to 1s The backup I was handling was more complex than the main production database. It included slight variations in the SQLite file because it automatically queried various external services to check the status of different entities. Just add: sync-interval: 4h to the replica section. Here is a full example: dbs: - path: /mnt/goodenoughtesting/current/storage/production.sqlite3 replicas: - type: s3 bucket: $GOOD_ENOUGH_TESTING_BACKUP path: production access-key-id: $LITESTREAM_ACCESS_KEY_ID secret-access-key: $LITESTREAM_SECRET_ACCESS_KEY endpoint: $LITESTREAM_REPLICA_ENDPOINT region: auto sync-interval: 4h  ( 5 min )

Wired internet on a game console feels boring until you actually use it. Stable lobbies, cleaner voice chat, faster downloads, fewer disconnects during ranked play. If you switch between handheld and TV mode a lot, you already know how Wi‑Fi can wobble the moment someone streams a 4K movie in the next room. A simple cable can level that out. We’ll walk through what works on the original model, the OLED refresh, and the newer Switch 2, plus the exact setup steps and a checklist for buying the right gear. No brand chasing, just practical specs and settings that keep your connection solid so you can focus on playing, not troubleshooting. Here’s the short version. The original console uses a USB LAN accessory through the dock, while the OLED dock includes a built‑in LAN jack. Switch 2’s doc…  ( 8 min )

Günümüz iş dünyasında çalışanların motivasyonunu ve bağlılığını artırmak, yalnızca maaş politikalarıyla değil; yan haklar ve sosyal desteklerle de mümkün. Bu yan haklar arasında en önemlilerinden biri günlük yemek bedeli uygulamaları, özellikle yüksek enflasyon dönemlerinde çalışanlar için kritik bir destek haline geliyor. Edenred, sunduğu akıllı yan hak çözümleriyle işletmelerin günlük yemek bedelini iyileştirme süreçlerini hızlı, mevzuata uygun ve dijital olarak yönetmesini sağlıyor. Artan yaşam maliyetleri ve gıda fiyatlarındaki yükseliş, pek çok işletmeyi bu bedelleri güncelleme yoluna itiyor. Bu güncelleme yalnızca maddi bir destek sağlamakla kalmıyor; aynı zamanda iş yaşamını doğrudan olumlu etkileyen stratejik bir yatırım olarak öne çıkıyor. Çalışanlar İçin Sağladığı Faydalar Maddi Rahatlama: Günlük yemek bedelinin artırılması, çalışanların temel ihtiyaçlarını daha kolay karşılamasına yardımcı olur. Sağlıklı Beslenme İmkânı: Yüksek enflasyon ortamında dengeli ve kaliteli bir öğle yemeğine erişim daha mümkün hale gelir. Motivasyon Artışı: Kendini değerli hisseden çalışan, işine daha istekli yaklaşır. İşletmeler İçin Sağladığı Olumlu Sonuçlar Verimlilikte Artış: İyi beslenen ve maddi kaygısı azalan çalışanların odaklanma kapasitesi yükselir. Çalışan Bağlılığı: Yan haklarındaki iyileştirmeler, çalışanların şirkette uzun vadeli kalma isteğini artırır. Kurumsal İmaj Güçlenmesi: Çalışanına değer veren bir şirket algısı, hem işveren markasına hem de müşteri gözündeki itibara pozitif yansır. Yemek bedellerine yapılan iyileştirme stratejik bir yatırımdır. Günlük yemek bedelinin artırılması, kısa vadede maliyet gibi görünse de uzun vadede Edenred’in dijital çözümleriyle birleştiğinde işletmeye daha düşük personel devir oranı, daha yüksek motivasyon ve daha güçlü bir ekip ruhu olarak geri döner. Unutmayalım: Mutlu çalışan, mutlu müşteri demektir. Çalışanlarının temel ihtiyaçlarını gözeten işletmeler, sürdürülebilir başarıya ulaşmada her zaman bir adım önde olur.  ( 6 min )

Okay, let me start with the most embarrassing thing that happened today. I spent a solid hour trying to figure out why my project folder structure looked completely wrong in my IDE. Turns out, I was creating folders using BOTH my IDE terminal AND my computer's regular terminal at the same time. Picture this: I'm typing mkdir components in IDE terminal, then switching to my system terminal and typing mkdir src, then back to IDE terminal for mkdir utils... No wonder my folder tree looked like it was designed by a caffeinated squirrel! Pro tip for fellow beginners: Pick ONE terminal and stick with it. Your future self will thank you. So here's what I'm actually building - an infographics generator that's going to enhance Weam AI's capabilities: 📊 Infographics Generator Project Report What …  ( 7 min )

In the ever-evolving world of digital marketing, where search engine algorithms are constantly being updated, one aspect remains a cornerstone of a strong online presence: Off-Page SEO. It's the silent force that elevates a website from obscurity to authority, and at the heart of this crucial discipline is the work of "backlink nexus." The Philosophy of Backlink Nexus Unlike outdated and risky practices that focus on link spamming or low-quality link farms, the "backlink nexus" approach is built on a foundation of ethical, sustainable, and results-driven strategies. The focus is on building genuine relationships and earning links from reputable sources. This is achieved through a multi-faceted approach that includes: Content-Based Link Building: Creating exceptional, shareable content that…  ( 6 min )

Cost is king when a lot of people are making decisions, and cloud migrations or hybrid cloud strategies by organisations are no different. Cost can be the deciding factor for a lot of organisations. And this is why I want to highlight the powerful licensing advantage that exists inside Azure. Azure Hybrid Benefit. The Azure Hybrid Benefit can help you reduce costs across Windows, Linux, SQL and even Azure Local workloads. In this blog post, we’ll explore what Azure Hybrid Benefit is, who it applies to, and how to make the most of it across your infrastructure estate. Azure Hybrid Benefit (AHB) allows you to take or reuse your existing on-premises licences when moving workloads to Azure. Now it’s not quite that simple as your licensees have to have Software Assurance attached to them (o…  ( 8 min )

I’m on vacation, trying to renew my personal website (that’s just a one-page showcase right now) before coming back to work. I’ve already replaced Webpack with Vite, since I think that it’s a better tool to date — but I still needed to turn it into a full Progressive Web Application. I know, PWA Vite Plugin is a great choice to do the same without headache, but I just wanted to have a simple Service Worker to cache the website assets and I didn’t want to add further development dependencies. If you got here, I think you’re trying to achieve something similar. Then, I found an existing solution that was proposed about two years ago by @reeshee, but it lacks a TypeScript support that I need and it requires yet another dependency… so I tried to build my own. I succeeded in registering a Servi…  ( 8 min )

Ever spent hours wrestling with CSS variables, only to realize your dark mode still looks like a hot mess? 🌚 You're not alone. I've been there—staring at a codebase where changing one color meant hunting through 47 different files. Sound familiar? By the end of this article, you'll learn how to: Build a bulletproof theming system that scales with your team Switch themes dynamically without page refreshes Structure SCSS that even your future self will thank you for Write unit tests that actually catch theme-related bugs Avoid the pitfalls that cost me weeks of refactoring Quick question before we dive in: What's your current theme-switching setup? Drop a comment below—I'm genuinely curious if anyone else is using the "find-and-replace" method I started with. 😅 Why Most Angular Theme Imp…  ( 13 min )

New to staging environments? Start with our guide on What is Staging Environment Management? to get up to speed on the fundamentals. Twenty minutes pass. No response. death by a thousand Slack messages. The Chaos Hidden in Plain Sight The Immediate Casualties Developer Context Switching: Sarah now has to abandon her flow state, wait for a response, and mentally bookmark where she left off. Research shows it takes an average of 23 minutes to fully refocus after an interruption. Uncertainty Multiplication: Marcus said "an hour or two" – but what happens if he gets pulled into a production bug? Sarah's testing is now held hostage by someone else's unpredictable schedule. Information Decay: Come Monday morning, who remembers what Marcus was testing? Was his w…  ( 8 min )

🚀 Agentic AI: How Autonomous Agents Are Replacing Single-Prompt Chatbots in Enterprise Workflows For years, enterprises experimented with chatbots that answered simple queries: “What’s my account balance?”, “Where’s my order?”, “Summarize this email.” But these bots had a limitation: they could only respond within the narrow frame of single prompts. Today, a new wave is rising — Agentic AI, where autonomous, orchestrated agents don’t just answer but act. Instead of waiting for the next input, they collaborate, take decisions, trigger workflows, and deliver outcomes. This shift is quietly reshaping productivity, operations, and enterprise automation. Agentic AI refers to systems where autonomous AI agents can plan, reason, and act on behalf of a user or organization. Unlike single-p…  ( 7 min )

JVM (Java Virtual Machine) It is the engine that runs Java programs. Converts bytecode into machine code (so your OS can understand). Platform-dependent (Windows JVM ≠ Linux JVM), but bytecode is the same. Responsible for memory management & garbage collection. JRE (Java Runtime Environment) It provides everything needed to run a Java program. Contains JVM + libraries + classes (but not development tools). If you only want to run Java apps (not develop them), install JRE. JDK (Java Development Kit) It is used by developers to write and run Java code. Contains JRE + development tools like compiler (javac), debugger, etc. Needed if you want to develop Java applications. EXAMPLE Just by understanding Example: Imagine Java is like watching and making movies: JVM → The screen/projector that plays the movie. JRE → The DVD player + required software to watch movies. JDK → The camera and editing tools to create the movie. How it Works: JDK → For Developers (write & run programs) JRE → For Users (just run programs) JVM → For Machines (executes the code)  ( 5 min )

Image-to-Pixel is a JavaScript library that converts images to pixel art with dithering and custom palettes. It works as a standalone editor or a JS API you can integrate into your own projects. Key features: ✅ Multiple dithering algorithms (Floyd-Steinberg, Bayer, etc.) ✅ Custom palette support (or use Lospec palettes ✅ p5.js integration for creative coding ✅ Resolution control for outputting true pixel art or upscaled images Perfect for game developers and creative coding projects requiring retro aesthetics. 👉 Blog Post 👉 GitHub Repo 👉 Live Demo  ( 5 min )

Power BI: Your Smart Dashboard for Business Success What Is Power BI? Why Every Business Should Use Power BI Example Use Cases How to Get Started in 5 Minutes Want to make your data work for you? Get started with Power BI — and let your dashboard do the thinking.  ( 6 min )

I spent three years writing code that worked perfectly and caused nothing but problems. The functions executed flawlessly. The algorithms were efficient. The tests passed. But every new feature felt like performing surgery with a chainsaw. Every bug fix created two new edge cases. Every sprint planning meeting turned into an archaeological expedition through code I'd written six months earlier. I was solving problems without understanding systems. I was optimizing locally while destroying globally. I was a competent programmer who had never learned to think like an architect. The shift happened during a code review where a senior engineer asked me one question that changed everything: "What problem is this code trying to solve in five years?" I had no idea. I'd been building solutions for …  ( 10 min )

A post by Tajinder Singh  ( 5 min )

Choosing the right processor architecture for an industrial single-board computer (SBC) is one of the most important technical and business decisions in any embedded project. The choice between ARM and x86 is not just about processor speed—it affects everything from thermal design and power budgets to software development, maintenance, and long-term supply. In industrial environments, where products may need to operate continuously for a decade or more, the architecture you choose will directly influence system reliability, development costs, and your ability to adapt to future requirements. ARM processors are built on the Reduced Instruction Set Computing (RISC) philosophy, which uses a simplified set of instructions to execute tasks efficiently. This design approach allows ARM processors…  ( 8 min )

A post by Tajinder Singh  ( 5 min )

Hey DEV Community 👋 I’m super excited to share something I’ve been building for months — StackBlink, a hosting & deployment platform made for developers, by a developer. 🌐 Why StackBlink? Most hosting platforms are either too complicated, too expensive, or simply not built with developers in mind. I wanted something fast, reliable, and flexible, so I built StackBlink. With StackBlink, you can deploy your project in seconds, monitor everything in real time, and scale without worrying about infrastructure headaches. ⚡ What’s New? We now support 22+ technical stacks, including: React / Next.js / Vue Node.js / Express / MERN Python / Django / Flask Laravel / PHP WordPress …and more! So whether you’re launching a portfolio, a full-stack app, or a production-ready SaaS, StackBlink has you covered. 🔒 Key Features One-click deployments 👉🏻 upload, deploy, done. Real-time logs & analytics 👉🏻 see what’s happening under the hood. Secure by design 👉🏻 built with isolation & safety in mind. Scalable infra 👉🏻 from side projects to enterprise. 💡 Why This Matters As a developer from India 🇮🇳, I wanted to build something that represents our capability on a global stage. With StackBlink, I’m aiming to make world class hosting accessible to everyone, whether you’re an indie hacker, startup founder, or enterprise team. 👉 Try It Out StackBlink is live today! I’d love to hear your feedback, feature requests, or even just thoughts on how you’d use it. The journey is just getting started 🚀  ( 6 min )

🔹 Problem: 2348. Number of Zero-Filled Subarrays Difficulty: #Medium Tags: #Array, #Math, #SlidingWindow Find how many subarrays in a given array consist entirely of zeros. Brute Force Idea: I didn't try a brute force solution, as it would be inefficient for larger arrays. It straightforwardly looks like a math problem where we can count the number of zero-filled subarrays. Optimized Strategy: The strategy is pretty simple: iterate through the array, count consecutive zeros, and use the formula for the total number of subarrays to calculate the result. If we have k consecutive zeros, the number of zero-filled subarrays is given by the formula: [\text{Total Zero-Filled Subarrays} = \frac{k(k + 1)}{2}] This is derived from the fact that for each zero, we can form a subarray that starts …  ( 6 min )

Technology is moving fast, and developers are constantly searching for tools that make their lives easier while improving user experiences. One framework that has gained a lot of attention in recent years is React Native for Web. This approach allows developers to use the same code to build mobile and web applications, making the development process faster and more efficient. In this blog, we’ll break down what React Native for Web is, why it matters, and how it helps both businesses and developers in the long run. At its core, React Native is a popular framework developed by Facebook for building mobile applications using JavaScript and React. With React Native for Web, developers can extend the same functionality to browsers. This means you can use a single codebase to build apps that wo…  ( 8 min )

The software development landscape is experiencing a seismic shift with the integration of generative AI tools. From GitHub Copilot to ChatGPT and Claude, these AI assistants are transforming how developers write, debug, and maintain code. As organizations rush to adopt these powerful tools, understanding their potential benefits, inherent risks, and implementation best practices has become crucial for any development team. Unlocking New Opportunities Beyond speed improvements, AI assistants democratize coding knowledge. Junior developers can learn from AI-generated examples and explanations, while experienced developers can quickly explore unfamiliar languages or frameworks. The technology also shines in code review processes, automatically identifying potential bugs, security vulnerabili…  ( 7 min )

In today’s web development landscape, modern JavaScript frameworks like React, Vue, Angular, and others have transformed how developers build dynamic, scalable, and maintainable web applications. A critical part of this transformation is how these frameworks integrate with traditional HTML to create seamless, interactive user interfaces. This blog post explores how HTML is integrated into modern JavaScript frameworks, the benefits of this integration, and practical guidance for developers. At their core, modern JavaScript frameworks use HTML as the fundamental building block of the UI, but with enhanced capabilities: Component-based architecture: Frameworks break the UI into self-contained components, each defined by templates that describe their HTML structure. Declarative rendering: Deve…  ( 7 min )

Ever typed a web address, hit Enter, and watched a website appear almost instantly? Let’s break down what really happens in that blink of an eye, from the moment you press Enter to the moment the page is ready in front of you. You typed https://kristiyanvelkov.com But browsers don’t understand names — they understand IP addresses. With the IP in hand, your browser opens a TCP connection to that server. https://frontendworld.substack.com/p/the-hidden-life-of-a-url-from-browser  ( 5 min )

Client Profile The client is a private horse club that provides full-time care and boarding for pedigree horses owned by individuals. The club handles all daily responsibilities — feeding, cleaning, grooming, exercise, and health checks — as owners rarely visit in person. Some horses are fully owned by clients, while others are co-owned with the club as part of long-term investment agreements. Owners expect high standards of care and regular updates without having to contact staff directly. To meet this need, the club introduced a monitoring system with 24/7 video access, stable condition tracking (temperature, humidity, etc.), and automatic alerts — helping owners stay informed about their horses at any time. 1) Camera Limitations 2) Unstable Connectivity 3) Large Video Storage Require…  ( 12 min )

Supercharging AI Apps with LLMCache 🚀 If you’ve ever worked with Large Language Models (LLMs), you know the dance: ⚡ They’re powerful. ⏳ They’re slow (sometimes). 💸 They’re expensive (tokens aren’t free). Enter LLMCache — a caching layer built specifically for reducing repetitive LLM calls without compromising on answer quality. Think of it as the Redis of the AI world, but optimized for language generation. In this post, let’s explore what LLMCache is, how it works, and why it matters for your next AI project. Imagine you’re building an AI app that answers product-related queries. Chances are, your users will ask similar or even identical questions. Without caching: Every query calls the model Tokens are consumed You pay for duplicates Latency increases With LLMCache: Past…  ( 6 min )

This isn't gonna be one of those sugar-coated comparison posts where everything is sunshine and rainbows. Both chains have cost me sleep, money, and probably a few years off my life. But they've also helped me ship products that thousands of people actually use. So here's the unfiltered truth about what its really like to develop on these platforms when your rent money depends on things working correctly. Started building on Ethereum like everyone else in 2021. Got absolutely wrecked by gas fees during the NFT mania - watched users spend $150 in gas to buy a $20 NFT. That's when I knew I had to find alternatives. BNB Chain seemed like the obvious choice - cheap fees, huge user base, basically Ethereum but affordable. NEAR looked interesting but felt risky since nobody was really talking ab…  ( 10 min )

In today’s fast-paced digital ecosystem, businesses are under constant pressure to maximize their marketing performance while minimizing costs. Traditional marketing strategies, while effective in the past, are no longer sufficient to meet the demands of data-driven customers. This is where AI performance marketing comes into play, revolutionizing the way businesses plan, execute, and optimize campaigns. AI performance marketing refers to the integration of artificial intelligence into performance-driven marketing strategies. Unlike traditional marketing that relies heavily on manual processes and assumptions, AI enables marketers to leverage predictive analytics, machine learning, and automation to make smarter decisions. Performance marketing focuses on measurable results such as clicks,…  ( 6 min )

Building Digital Platforms: Foundations, Strategy, and Success In today’s hyper-connected world, building digital platforms are not just an enabler of business—they are the business. From marketplaces like Amazon and Airbnb to social media giants like Facebook and TikTok, digital platforms have transformed how we interact, transact, and grow. But what exactly goes into building a successful digital platform? Whether you're launching a startup or digitally transforming an enterprise, this blog explores the key elements required to build and scale a robust digital platform. What Is a Digital Platform? At its core, a digital platform is a technology-enabled business model that facilitates the exchange of value between multiple user groups—typically producers and consumers. Think of it as the …  ( 6 min )

Design Carousel Posts in InDesign: TL;DR Want to wow your followers? Carousel posts are a killer way to break down event details, tell a story frame by frame, and keep your brand looking slick. By combining imagery, type and color across multiple slides, you’ll deliver info without overwhelming and drive engagement like a pro. In this quick InDesign tutorial you’ll learn to set up your document, build grids, define Instagram crop areas, work with structural elements, type, images, colors, create permutations, manage styles and export everything super fast. Plus, grab the free PDF, project assets and join the GDS Design School community for more tips! Watch on YouTube  ( 5 min )

Building a thriving Discord server is more than just inviting people and waiting for conversations to happen. Many server owners struggle with low engagement and inactive members. If you want to grow your Discord server and create an active, engaged community, you need a strategic approach. In this article, you'll discover proven tips to boost activity and foster genuine connections in your Discord server. Understand Your Audience Set Clear Rules and Channels Foster a Welcoming Community Organize Events and Activities Empower Your Moderators Use Bots Wisely Promote User-Generated Content Analyze and Adapt Conclusion Every successful community starts with understanding its members. Take time to learn about your audience's interests, age groups, and what motivates them to join your server. U…  ( 7 min )

Exploring MST Blockchain: India’s First Layer-1 Web3 Platform Dive into MST Blockchain, India’s pioneering Layer-1 decentralized platform designed for vibrant Web3 innovation, tooling, and scalable development. Introduction to MST Ecosystem Positioned as “India's First Layer 1 Blockchain Infrastructure”, MST offers a foundation tailored for building secure, efficient decentralized applications (dApps) within enterprise and retail domains. Developer-Ready Tools The MST documentation provides a straightforward “Hello World” smart contract example (written in Solidity), making it easy for developers to get hands-on: Let's you deploy and test your first smart contract on MST’s testnet or mainnet. Encourages familiarity with the Web3 development flow—from writing Solidity code to deployment. Ec…  ( 6 min )

Live demo: StackBlitz · Source: GitHub I pulled together a hands-on Angular modern patterns showcase that demonstrates how to combine Signals, NgRx, RxJS, Web Components, and a pragmatic performance + a11y playbook. It targets the latest Angular (standalone components & new control flow) and is meant to be read in the code—then run, tweak, and profile. Repo: https://github.com/jdavis-software/angular-modern-patterns-showcase Instant demo: https://stackblitz.com/edit/angular-modern-patterns-showcase Why this exists Signals unlocked fine‑grained reactivity, standalone components simplified architecture, and NgRx matured into an ergonomic state stack. You’ll find a lot of articles about each thing in isolation; this repo focuses on how they fit together in real UI flows. Ru…  ( 9 min )

Docker Compose has completely changed the game in how we run and connect a multi-service application. Just execute a single line of command, and everything is up and running, and all the services are well interconnected. When Docker introduced the Docker Model Runner (Or DMR, we call it internally in Docker), there was a missing piece (at least for me). To use an AI model with a Compose application, we separately need to run the model with DMR and then connect our Compose application service by passing the config of that running model. But Docker knew this, and it sorted it out by adding the capability to describe an AI model in YAML, compose.yml to run and destroy the AI model on demand. Like we write and do the configuration for services, networks, and volumes. We can do the same for the…  ( 9 min )

Today started like any typical dev morning - frontend bugs greeting me at 6 AM like unwelcome house guests. You know that feeling when you're staring at broken code, coffee getting cold, wondering if you're just fooling yourself about this whole building thing? Yeah, that was me this morning. Frontend bugs are different beasts. They're not just technical problems - they're mood killers. One moment your interface looks perfect, the next it's a Picasso painting of misaligned divs and broken responsive design. I found myself in that familiar developer spiral: What am I even building? Does any of this matter? Am I just wasting time on something nobody wants? Classic imposter syndrome mixed with debugging fatigue. Every developer knows this cocktail. Then my phone buzzed. DM from an account I'd…  ( 6 min )

AI/ML Enhancements Docker Model Runner improvements include an inspector for AI inference requests and responses, allowing developers to debug model behavior by examining HTTP payloads, prompts, and outputs. The update also adds real-time resource checks to prevent system freezes when running multiple models concurrently, with warnings for GPU and memory constraints. Expanded MCP (Model Context Protocol) support now includes Goose and Gemini CLI as clients, providing one-click access to over 140 MCP servers like GitHub, Postgres, and Neo4j through the Docker MCP Catalog. New Kubernetes CLI command (docker desktop kubernetes) allows managing Kubernetes clusters directly from the Docker Desktop CLI without switching between tools or UI screens. Improved Settings search helps users find configurations faster without navigating through multiple menus. Apple Virtualization is now the default backend on macOS (QEMU support fully removed), delivering better performance with faster cold starts and more efficient memory management. WSL2 improvements on Windows include reduced memory consumption, smarter CPU throttling for idle containers, and better stability for graphics-heavy workloads. The release focuses on enhanced reliability, better AI development tools, and streamlined workflows to help developers build and test applications more efficiently, particularly those working with AI/ML models.  ( 5 min )

As the digital world becomes increasingly interconnected, offering content in multiple languages has become essential for businesses, bloggers, and eCommerce platforms. WordPress users now have powerful AI-based translation plugins at their disposal that make the process seamless, scalable, and SEO-friendly. This article explores how you can use these tools to create a multilingual website with minimal effort and maximum reach. Why Multilingual Websites Matter Traditional vs. AI-Based Translation Plugins Popular AI-Based Translation Plugins for WordPress Real-World Examples of Multilingual WordPress Sites How to Set Up a Multilingual Site Using AI Best Practices for Managing Multilingual Content Key Takeaways Conclusion References Creating a multilingual website allows you to: Reach a wide…  ( 8 min )

Sleep Your Way to Brilliant Ideas: The Science of How Rest Supercharges Creativity Have you ever woken up with a flash of insight after a good night's sleep? That eureka moment isn't magic—it's neuroscience in action. While hustling culture glorifies burning the midnight oil, groundbreaking research reveals that quality sleep might be creativity's most powerful catalyst. As a society obsessed with productivity, we've drastically underestimated sleep's role in innovation—until now. Let's dive into how your nightly reset transforms your brain into an idea-generating powerhouse. Your brain doesn't just "shut off" when you sleep—it shifts into high-gear processing mode. Four distinct phases create a nightly innovation incubator: During lighter sleep stages, your brain: Filters daytime inform…  ( 7 min )